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+open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer.json filter=lfs diff=lfs merge=lfs -text +open_recognition_checkpoints/siglip2_lora_vision/tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..32897cd3e640101ba184f8c4ccd896981de3804a --- /dev/null +++ b/README.md @@ -0,0 +1,3 @@ +--- +license: mit +--- diff --git a/open_recognition_checkpoints/my_fusion_head/fusion_head.pt b/open_recognition_checkpoints/my_fusion_head/fusion_head.pt new file mode 100644 index 0000000000000000000000000000000000000000..5ade0ea1145678e4d1e62708a91477e054cf3537 --- /dev/null +++ b/open_recognition_checkpoints/my_fusion_head/fusion_head.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22212a3fb20d8e0c9a40d001aead10df301ca06a9b41e7dd8aaa0aca8f486e98 +size 3184 diff --git a/open_recognition_checkpoints/my_fusion_head/fusion_meta.json b/open_recognition_checkpoints/my_fusion_head/fusion_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..bab5f42652b6933213f0a0b0b329e148849300f0 --- /dev/null +++ b/open_recognition_checkpoints/my_fusion_head/fusion_meta.json @@ -0,0 +1,534 @@ +{ + "schema": "clip_siglip_metadata_fusion_v1", + "model_id": "google/siglip2-base-patch16-512", + "weak_split": "latitude_sampling_notes_4", + "weak_col": "weak_context_text", + "class_col": "taxon_key", + "prompt_col": "label_text", + "labels_sorted": [ + "Agenioideus__nigricornis", + "Agrotis__infusa", + "Aiolopus__thalassinus", + "Anacanthella__angustifrons", + "Anamesia__polyzona", + "Anoplius__amoenulus", + "Anoplius__sp.", + "Ataxigamia__tatei", + "Austracris__basalis", + "Austracris__guttulosa", + "Austroicetes__cruciata", + "Austroicetes__pusilla", + "Austroicetes__tenuicornis", + "Austroicetes__tricolor", + "Austroplebeia__australis", + "Austroplebeia__cassiae", + "Austroplebeia__sp.", + "Austrothurgus__rubricatus", + "Batozonellus__vespoides", + "Blaberus__giganteus", + "Boreoides__Subulatus", + "Boreoides__subulatus", + "Brachyhesma__rossi", + "Braunsapis__clarissima", + "Braunsapis__diminuta", + "Braunsapis__diminutoides", + "Braunsapis__hyalina", + "Braunsapis__praesumptiosa", + "Braunsapis__simillima", + "Braunsapis__sp.", + "Braunsapis__unicolor", + "Braunsapis__verticalis", + "Caenoprosopon__nigrovittatum", + "Caenoprosopon__trichocerum", + "Callohesma__sp.", + "Calolampra__sp.", + "Celatoblatta__perpolita", + "Celatoblatta__shelfordi", + "Ceratina__sp.", + "Ceropales__sp.", + "Chasmia__bifasciata", + "Chasmia__insularis", + "Chasmia__parva", + "Chasmia__subhastata", + "Chortoicetes__terminifera", + "Chrysomya__megacephala", + "Coelioxys__albolineata", + "Coelioxys__sp.", + "Copidapha__clavata", + "Copidapha__concolor", + "Copidapha__gemina", + "Copidapha__lasiophthalma", + "Copidapha__mackerrasi", + "Copidapha__maculiventris", + "Copidapha__neoconcolor", + "Copidapha__neotricolor", + "Copidapha__occidentalis", + "Copidapha__orientalis", + "Copidapha__regisgeorgii", + "Copidapha__subappendiculata", + "Copidapha__subcontigua", + "Cosmoclostis__aglaodesma", + "Cosmozosteria__bicolor", + "Cosmozosteria__gloriosa", + "Cosmozosteria__lateralis", + "Cosmozosteria__mesomacula", + "Cosmozosteria__musgravei", + "Cosmozosteria__sloanei", + "Cosmozosteria__sp.", + "Cosmozosteria__striata", + "Cosmozosteria__subzonata", + "Cosmozosteria__trifasciata", + "Cosmozosteria__zonata", + "Cryptocheilus__australis", + "Cryptocheilus__distinctus", + "Cryptocheilus__sp.", + "Ctenostegus__buromi", + "Ctenostegus__cinctus", + "Ctenostegus__coracinus", + "Ctenostegus__gracilis", + "Ctenostegus__hilli", + "Ctenostegus__immitis", + "Ctenostegus__jariti", + "Ctenostegus__koora", + "Ctenostegus__ornatus", + "Ctenostegus__ouyen", + "Ctenostegus__spilotus", + "Ctenostegus__thoorka", + "Ctenostegus__warragai", + "Ctenostegus__woomba", + "Cydistomyia__doddi", + "Cydistomyia__duplonotata", + "Cydistomyia__laticallosa", + "Cydistomyia__magnetica", + "Cydistomyia__musgravii", + "Cydistomyia__nigropicta", + "Cydistomyia__pruina", + "Cydistomyia__pseudoardens", + "Cydistomyia__pseudobrevior", + "Cydistomyia__rivularis", + "Cydistomyia__sp.", + "Cydistomyia__torresi", + "Cydistomyia__victoriensis", + "Dasybasis__acutipalpis", + "Dasybasis__appendiculata", + "Dasybasis__caesia", + "Dasybasis__clavicallosa", + "Dasybasis__constans", + "Dasybasis__dixoni", + "Dasybasis__dubiosa", + "Dasybasis__dycei", + "Dasybasis__edentula", + "Dasybasis__eidsvoldensis", + "Dasybasis__englishae", + "Dasybasis__fullerae", + "Dasybasis__gentilis", + "Dasybasis__germanica", + "Dasybasis__gregaria", + "Dasybasis__hebes", + "Dasybasis__hobartiensis", + "Dasybasis__innotata", + "Dasybasis__macrophthalma", + "Dasybasis__moretonensis", + "Dasybasis__nemopunctata", + "Dasybasis__nemotuberculata", + "Dasybasis__neobasalis", + "Dasybasis__neocirrus", + "Dasybasis__neolatifrons", + "Dasybasis__nigrosa", + "Dasybasis__norrisi", + "Dasybasis__ochreoflava", + "Dasybasis__oculata", + "Dasybasis__parabasalis", + "Dasybasis__parva", + "Dasybasis__sp.", + "Dasybasis__spadix", + "Dasybasis__subornata", + "Dasybasis__tasmaniensis", + "Dasybasis__trilinealis", + "Dasybasis__vespiformis", + "Dasybasis__vetusta", + "Dasybasis__vicina", + "Diploptera__punctata", + "Drymaplaneta__communis", + "Drymaplaneta__lobipennis", + "Drymaplaneta__semivitta", + "Drymaplaneta__shelfordi", + "Ectenopsis__angusta", + "Ephutomorpha__ferruginata", + "Ephutomorpha__minuscula", + "Ephutomorpha__sp.", + "Eppertia__furcata", + "Euhesma__goodeniae", + "Euhesma__nitidifrons", + "Euhesma__serrata", + "Euhesma__sp.", + "Euhesma__sybilae", + "Euhesma__yellowdinensis", + "Euryglossa__adelaidae", + "Euryglossa__edwardsii", + "Euryglossa__ephippiata", + "Euryglossa__frenchii", + "Euryglossa__rubricata", + "Euryglossa__salaris", + "Euryglossa__sp.", + "Euryglossina__cardaleae", + "Euryglossina__hypochroma", + "Euryglossina__n. sp.", + "Euryglossina__proctotrypoides", + "Euryglossina__sp.", + "Euryglossula__flava", + "Euryglossula__sp.", + "Euzosteria__nobilis", + "Euzosteria__sordida", + "Euzosteria__subreflexa", + "Exelastis__phlyctaenias", + "Exoneura__concinnula", + "Exoneura__laeta", + "Exoneura__maculata", + "Exoneura__minutissima", + "Exoneura__montana", + "Exoneura__obliterata", + "Exoneura__richardsoni", + "Exoneura__robusta", + "Exoneura__xanthoclypeata", + "Exoneurella__eremophila", + "Exoneurella__lawsoni", + "Exoneurella__setosa", + "Exoneurella__tridentata", + "Ferreola__handschini", + "Ferreola__sp.", + "Froggattina__australis", + "Geoscapheus__robustus", + "Hemelytroblatta__cerverae", + "Hemipepsis__australasiae", + "Hepalastis__pumilio", + "Heterodontonyx__bicolor", + "Heteropternis__obscurella", + "Homalictus__andrewsi", + "Homalictus__brevicornutus", + "Homalictus__urbanus", + "Homalictus__woodsi", + "Hylaeus__albonitens", + "Hylaeus__alcyoneus", + "Hylaeus__amiculiformis", + "Hylaeus__aralis", + "Hylaeus__bituberculatus", + "Hylaeus__chlorosomus", + "Hylaeus__chromaticus", + "Hylaeus__chrysaspis", + "Hylaeus__dromedarius", + "Hylaeus__elegans", + "Hylaeus__eugeniellus", + "Hylaeus__euxanthus", + "Hylaeus__husela", + "Hylaeus__huselus", + "Hylaeus__lateralis", + "Hylaeus__littleri", + "Hylaeus__maiellus", + "Hylaeus__minusculus", + "Hylaeus__perhumilis", + "Hylaeus__philoleucus", + "Hylaeus__proximus", + "Hylaeus__quadratus", + "Hylaeus__rotundiceps", + "Hylaeus__ruficeps", + "Hylaeus__theodorei", + "Hylaeus__trimerops", + "Hylaeus__violaceus", + "Hylaeus__vittatifrons", + "Hyleoides__bivulnerata", + "Hyleoides__concinna", + "Hyleoides__zonalis", + "Hyphesma__atromicans", + "Hyphesma__sp.", + "Imbophorus__aptalis", + "Inopus__grossus", + "Inopus__hitchcocki", + "Inopus__nr. rubriceps", + "Inopus__rubriceps", + "Inopus__sp.", + "Japenoides__nigricostus", + "Japenoides__veitchi", + "Lasioglossum__castor", + "Lasioglossum__chapmani", + "Lasioglossum__cognatum", + "Lasioglossum__convexum", + "Lasioglossum__ebeneum", + "Lasioglossum__eremaean", + "Lasioglossum__expansifrons", + "Lasioglossum__fasciatum", + "Lasioglossum__florale", + "Lasioglossum__gynochilum", + "Lasioglossum__helichrysi", + "Lasioglossum__imitans", + "Lasioglossum__immaculatum", + "Lasioglossum__instabilis", + "Lasioglossum__lanarium", + "Lasioglossum__litovillum", + "Lasioglossum__littleri", + "Lasioglossum__mediopolitum", + "Lasioglossum__mesostenoideum", + "Lasioglossum__mirandum", + "Lasioglossum__mundulum", + "Lasioglossum__orbatum", + "Lasioglossum__pachycephalum", + "Lasioglossum__platycephalum", + "Lasioglossum__sororculum", + "Lasioglossum__supralucens", + "Lasioglossum__tamburinei", + "Lasioglossum__triangulatum", + "Lasioglossum__victoriae", + "Lasioglossum__willsi", + "Laxta__aptera", + "Laxta__friedmani", + "Laxta__granicollis", + "Laxta__granulosa", + "Laxta__jeanneae", + "Laxta__rieki", + "Laxta__sp.", + "Lilaea__fuliginosa", + "Lilaea__lurida", + "Lilaea__paralurida", + "Lipotriches__australica", + "Lipotriches__cyanella", + "Lipotriches__flavoviridis", + "Lipotriches__gracilipes", + "Lipotriches__hippophila", + "Lipotriches__nana", + "Lipotriches__ulongensis", + "Litopeltis__biolleyi", + "Maclystria__planicosta", + "Maclystria__sp. 1", + "Macrazelota__cervina", + "Macrocerca__shelfordi", + "Macrotona__australis", + "Macrotona__genicularis", + "Macrotona__lineosa", + "Macrotona__mjobergi", + "Macrotona__modesta", + "Macrotona__securiformis", + "Macrotona__sp. 1", + "Macrotona__sp. 10", + "Macrotona__sp. 12", + "Macrotona__sp. 14", + "Macrotona__sp. 15", + "Macrotona__sp. 17", + "Macrotona__sp. 18", + "Macrotona__sp. 19", + "Macrotona__sp. 2", + "Macrotona__sp. 21", + "Macrotona__sp. 22", + "Macrotona__sp. 23", + "Macrotona__sp. 29", + "Macrotona__sp. 31", + "Macrotona__sp. 36", + "Macrotona__sp. 4", + "Macrotona__sp. 7", + "Megachile__atrella", + "Megachile__captionis", + "Megachile__darwiniana", + "Megachile__deanii", + "Megachile__erythropyga", + "Megachile__fabricator", + "Megachile__ferox", + "Megachile__heriadiformis", + "Megachile__leucopyga", + "Megachile__lineatipes", + "Megachile__lucidiventris", + "Megachile__macularis", + "Megachile__monkmani", + "Megachile__monstrosa", + "Megachile__mystacea", + "Megachile__mystaceana", + "Megachile__oblonga", + "Megachile__ordinaria", + "Megachile__phenacopyga", + "Megachile__ramulipes", + "Megachile__rhodogastra", + "Megachile__rhodura", + "Megachile__rugosa", + "Megachile__semicandens", + "Megachile__semiluctuosa", + "Megachile__serricauda", + "Megachile__sp.", + "Megachile__tosticauda", + "Megachile__ustulata", + "Megachile__vestitor", + "Megalorhipida__leucodactyla", + "Megazosteria__patula", + "Melanozosteria__aterrima", + "Melanozosteria__ayrensis", + "Melanozosteria__capitolina", + "Melanozosteria__castanea", + "Melanozosteria__circumducta", + "Melanozosteria__dookiensis", + "Melanozosteria__montana", + "Melanozosteria__morosa", + "Melanozosteria__nitida", + "Melanozosteria__nitidella", + "Melanozosteria__obscura", + "Melanozosteria__occidentalis", + "Melanozosteria__popeae", + "Melanozosteria__ruficeps", + "Melanozosteria__sp.", + "Melanozosteria__spryi", + "Melanozosteria__subbifasciata", + "Melanozosteria__triangulata", + "Melanozosteria__uncinata", + "Meroglossa__eucalypti", + "Meroglossa__gemmata", + "Meroglossa__impressifrons", + "Meroglossa__modesta", + "Meroglossa__setifera", + "Meroglossa__striaticeps", + "Methana__caneae", + "Methana__curvigera", + "Methana__marginalis", + "Methana__sp.", + "Micreola__sp.", + "Micreola__sp. 1", + "Micreola__sp. 10", + "Micreola__sp. 15", + "Micreola__sp. 16", + "Micreola__sp. 17", + "Micreola__sp. 18", + "Micreola__sp. 19", + "Micreola__sp. 21", + "Micreola__sp. 22", + "Micreola__sp. 3", + "Micreola__sp. 4", + "Micreola__sp. 5", + "Micreola__sp. 8", + "Molytria__perplexa", + "Nauphoeta__cinerea", + "Neogeoscapheus__hirsuta", + "Neolaxta__mackerrasae", + "Nomia__sp.", + "Pachyprosopis__angophorae", + "Pachyprosopis__haematostoma", + "Pachyprosopis__kellyi", + "Pachyprosopis__mirabilis", + "Pachyprosopis__sp.", + "Palaeorhiza__parallela", + "Palaeorhiza__sp.", + "Panesthia__ancaudellioides", + "Panesthia__cribrata", + "Panesthia__matthewsi", + "Panesthia__sloanei", + "Panesthia__tryoni", + "Paracolletes__sp.", + "Paracyphononyx__sp.", + "Periplaneta__americana", + "Periplaneta__australasiae", + "Periplaneta__brunnea", + "Perloccia__evittata", + "Platyzosteria__ainsliensis", + "Platyzosteria__anceps", + "Platyzosteria__armata", + "Platyzosteria__biglumis", + "Platyzosteria__coolgardiensis", + "Platyzosteria__jungi", + "Platyzosteria__melanaria", + "Platyzosteria__scabra", + "Platyzosteria__scabrella", + "Platyzosteria__sp.", + "Platyzosteria__spatiosa", + "Platyzosteria__stradbrokensis", + "Platyzosteria__subaptera", + "Platyzosteria__tenuis", + "Polyzosteria__cuprea", + "Polyzosteria__fulgens", + "Polyzosteria__mitchelli", + "Pompilus__cinereus", + "Pseudotabanus__alcocki", + "Pseudotabanus__burnsi", + "Pseudotabanus__montana", + "Pseudotabanus__obscurus", + "Pseudotabanus__silvester", + "Pseudotabanus__trypherus", + "Pterophoridae__sp.", + "Pycnoscelus__sp.", + "Pycnoscelus__surinamensis", + "Scaptia__patula", + "Scaptia__pulchra", + "Scaptia__testacea", + "Scaptia__tricolor", + "Schizobothrus__flavovittatus", + "Sinpunctiptilia__emissalis", + "Sphecodes__sp.", + "Sphenarches__anisodactylus", + "Stangeia__xerodes", + "Stenocatantops__angustifrons", + "Stenocatantops__vitripennis", + "Stenoptilia__zophodactylus", + "Stenoptilodes__taprobanes", + "Sumbilvia__sp. 1", + "Sumbilvia__sp. 11", + "Sumbilvia__sp. 2", + "Sumbilvia__sp. 4", + "Sumbilvia__sp. 5", + "Sumbilvia__sp. 6", + "Sumbilvia__sp. 7", + "Sumbilvia__sp. 8", + "Sumbilvia__sp. 9", + "Tabanus__aurivittatus", + "Tabanus__australicus", + "Tabanus__ceylonicus", + "Tabanus__cinerescens", + "Tabanus__cohaerens", + "Tabanus__concolor", + "Tabanus__davidsoni", + "Tabanus__denticulatus", + "Tabanus__notatus", + "Tabanus__obscurilineatus", + "Tabanus__pallipennis", + "Tabanus__parvicallosus", + "Tabanus__pollinosus", + "Tabanus__praepositus", + "Tabanus__queenslandii", + "Tabanus__rosselensis", + "Tabanus__semicircularis", + "Tabanus__sequens", + "Tabanus__serus", + "Tabanus__sp.", + "Tabanus__strangmannii", + "Tabanus__stueberi", + "Tabanus__subrecusans", + "Tabanus__townsvilli", + "Telostegus__nigrocinerascens", + "Telostegus__thomisivorus", + "Tetragonula__carbonaria", + "Tetragonula__hockingsi", + "Tetragonula__mellipes", + "Tetragonula__sapiens", + "Tetragonula__sp.", + "Tetrix__collina", + "Tetrix__phrynus", + "Theomolpus__badius", + "Theomolpus__pulcher", + "Thyreus__caeruleopunctatus", + "Thyreus__lugubris", + "Thyreus__sp.", + "Thyreus__waroonensis", + "Trichoptilus__ceramodes", + "Triclista__guttata", + "Triclista__singularis", + "Trogaspidia__lalokia", + "Turneromyia__ahrimanes", + "Turneromyia__frontalis", + "Turneromyia__labilis", + "Turneromyia__melancholica", + "Turneromyia__semiluctuosa", + "Turneromyia__senex", + "Xanthesma__furcifera", + "Xypechtia__rubripes", + "Xypechtia__testacea" + ], + "fusion_hidden": 64, + "train_split": "train", + "species_split_filter": null, + "epochs": 5, + "batch_size": 16, + "lr": 0.001, + "n_train_samples": 27082 +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision/README.md b/open_recognition_checkpoints/siglip2_lora_vision/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63582339bd79fb2aefe539e8bc2a2ebcd679e9f1 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip2-base-patch16-512 +library_name: peft +tags: +- base_model:adapter:google/siglip2-base-patch16-512 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git 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4732520 diff --git a/open_recognition_checkpoints/siglip2_lora_vision/chat_template.jinja b/open_recognition_checkpoints/siglip2_lora_vision/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/chat_template.jinja @@ -0,0 +1,4 @@ +{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision/clip_siglip_train_meta.json b/open_recognition_checkpoints/siglip2_lora_vision/clip_siglip_train_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..7d5780640a6492ff458619a4c2c30cddbee7c89d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/clip_siglip_train_meta.json @@ -0,0 +1,15 @@ +{ + "base_model_id": "google/siglip2-base-patch16-512", + "train_split": "train", + "species_split_filter": null, + "text_col": "label_text", + "epochs": 1, + "batch_size": 128, + "lr": 0.0004, + "lora_r": 16, + "lora_alpha": 32, + "bf16": false, + "lowercase_text": true, + "steps": 212, + "n_samples": 27082 +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision/processor_config.json b/open_recognition_checkpoints/siglip2_lora_vision/processor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..9d3e80927769c59a6df668b61c690209fa4b9134 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/processor_config.json @@ -0,0 +1,26 @@ +{ + "image_processor": { + "do_convert_rgb": null, + "do_normalize": true, + "do_rescale": true, + "do_resize": true, + "image_mean": [ + 0.5, + 0.5, + 0.5 + ], + "image_processor_type": "SiglipImageProcessor", + "image_std": [ + 0.5, + 0.5, + 0.5 + ], + "resample": 2, + "rescale_factor": 0.00392156862745098, + "size": { + "height": 512, + "width": 512 + } + }, + "processor_class": "SiglipProcessor" +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision/tokenizer.json b/open_recognition_checkpoints/siglip2_lora_vision/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..ba51d5a27dceffc2a3b15a943ccf2975dd716096 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e7334975e5d58c0b88d4a84fb5435c310c50a71b35b18c079b1d1e3a19c2f0f +size 34363125 diff --git a/open_recognition_checkpoints/siglip2_lora_vision/tokenizer_config.json b/open_recognition_checkpoints/siglip2_lora_vision/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6454c9e921df4b1d8c742467d4fa01dc0e197f16 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision/tokenizer_config.json @@ -0,0 +1,23 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "do_lower_case": true, + "eos_token": "", + "is_local": false, + "max_length": 64, + "model_input_names": [ + "input_ids" + ], + "model_max_length": 1000000000000000019884624838656, + "pad_to_multiple_of": null, + "pad_token": "", + "pad_token_type_id": 0, + "padding_side": "right", + "processor_class": "SiglipProcessor", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "TokenizersBackend", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/README.md b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63582339bd79fb2aefe539e8bc2a2ebcd679e9f1 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip2-base-patch16-512 +library_name: peft +tags: +- base_model:adapter:google/siglip2-base-patch16-512 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_config.json b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_config.json new file mode 100644 index 0000000000000000000000000000000000000000..732f62df72a0f1c0874fb2a3f8d005bfc8790e78 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_config.json @@ -0,0 +1,46 @@ +{ + "alora_invocation_tokens": null, + "alpha_pattern": {}, + "arrow_config": null, + "auto_mapping": { + "base_model_class": "SiglipModel", + "parent_library": "transformers.models.siglip.modeling_siglip" + }, + "base_model_name_or_path": "google/siglip2-base-patch16-512", + "bias": "none", + "corda_config": null, + "ensure_weight_tying": false, + "eva_config": null, + "exclude_modules": [ + "text_model" + ], + "fan_in_fan_out": false, + "inference_mode": true, + "init_lora_weights": true, + "layer_replication": null, + "layers_pattern": null, + "layers_to_transform": null, + "loftq_config": {}, + "lora_alpha": 32, + "lora_bias": false, + "lora_dropout": 0.05, + "megatron_config": null, + "megatron_core": "megatron.core", + "modules_to_save": null, + "peft_type": "LORA", + "peft_version": "0.18.1", + "qalora_group_size": 16, + "r": 16, + "rank_pattern": {}, + "revision": null, + "target_modules": [ + "q_proj", + "v_proj" + ], + "target_parameters": null, + "task_type": null, + "trainable_token_indices": null, + "use_dora": false, + "use_qalora": false, + "use_rslora": false +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_model.safetensors b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..34e73e042e4448036c32d671a60c7792da6f3f13 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/adapter_model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8848ee77f77567f3c4029741aa4be8ebc8802bfee1598146f92b7ad583d9836 +size 4732520 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/chat_template.jinja b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/chat_template.jinja @@ -0,0 +1,4 @@ +{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/clip_siglip_train_meta.json b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/clip_siglip_train_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..022c212a6b6b11d2f53faf9ad3e9ac7517aa6b02 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/clip_siglip_train_meta.json @@ -0,0 +1,15 @@ +{ + "base_model_id": "google/siglip2-base-patch16-512", + "train_split": "train", + "species_split_filter": null, + "text_col": "label_text", + "epochs": 2, + "batch_size": 128, + "lr": 0.0004, + "lora_r": 16, + "lora_alpha": 32, + "bf16": false, + "lowercase_text": true, + "steps": 424, + "n_samples": 27082 +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/processor_config.json b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/processor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..9d3e80927769c59a6df668b61c690209fa4b9134 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/processor_config.json @@ -0,0 +1,26 @@ +{ + "image_processor": { + "do_convert_rgb": null, + "do_normalize": true, + "do_rescale": true, + "do_resize": true, + "image_mean": [ + 0.5, + 0.5, + 0.5 + ], + "image_processor_type": "SiglipImageProcessor", + "image_std": [ + 0.5, + 0.5, + 0.5 + ], + "resample": 2, + "rescale_factor": 0.00392156862745098, + "size": { + "height": 512, + "width": 512 + } + }, + "processor_class": "SiglipProcessor" +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer.json b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..ba51d5a27dceffc2a3b15a943ccf2975dd716096 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e7334975e5d58c0b88d4a84fb5435c310c50a71b35b18c079b1d1e3a19c2f0f +size 34363125 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer_config.json b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6454c9e921df4b1d8c742467d4fa01dc0e197f16 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_2epoch/tokenizer_config.json @@ -0,0 +1,23 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "do_lower_case": true, + "eos_token": "", + "is_local": false, + "max_length": 64, + "model_input_names": [ + "input_ids" + ], + "model_max_length": 1000000000000000019884624838656, + "pad_to_multiple_of": null, + "pad_token": "", + "pad_token_type_id": 0, + "padding_side": "right", + "processor_class": "SiglipProcessor", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "TokenizersBackend", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/README.md b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63582339bd79fb2aefe539e8bc2a2ebcd679e9f1 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip2-base-patch16-512 +library_name: peft +tags: +- base_model:adapter:google/siglip2-base-patch16-512 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/adapter_config.json b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/adapter_config.json new file mode 100644 index 0000000000000000000000000000000000000000..732f62df72a0f1c0874fb2a3f8d005bfc8790e78 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/adapter_config.json @@ -0,0 +1,46 @@ +{ + "alora_invocation_tokens": null, + "alpha_pattern": {}, + "arrow_config": null, + "auto_mapping": { + "base_model_class": "SiglipModel", + "parent_library": "transformers.models.siglip.modeling_siglip" + }, + "base_model_name_or_path": "google/siglip2-base-patch16-512", + "bias": "none", + "corda_config": null, + "ensure_weight_tying": false, + "eva_config": null, + "exclude_modules": [ + "text_model" + ], + "fan_in_fan_out": false, + "inference_mode": true, + "init_lora_weights": true, + "layer_replication": null, + "layers_pattern": null, + "layers_to_transform": null, + "loftq_config": {}, + "lora_alpha": 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sha256:d51293d7a1a6915077e74acf145e4a7268011445536e9567e45926d6fe58e492 +size 4732520 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/chat_template.jinja b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/chat_template.jinja @@ -0,0 +1,4 @@ +{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/clip_siglip_train_meta.json b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/clip_siglip_train_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..e6e8f8e7e0901153756e24cb2b2512d172eaf990 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/clip_siglip_train_meta.json @@ -0,0 +1,15 @@ +{ + "base_model_id": "google/siglip2-base-patch16-512", + "train_split": "train", + "species_split_filter": null, + "text_col": "label_text", + "epochs": 5, + "batch_size": 128, + "lr": 0.0004, + "lora_r": 16, + "lora_alpha": 32, + "bf16": false, + "lowercase_text": true, + "steps": 1060, + "n_samples": 27082 +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/processor_config.json b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/processor_config.json new file mode 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https://git-lfs.github.com/spec/v1 +oid sha256:4e7334975e5d58c0b88d4a84fb5435c310c50a71b35b18c079b1d1e3a19c2f0f +size 34363125 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_5epoch/tokenizer_config.json b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6454c9e921df4b1d8c742467d4fa01dc0e197f16 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_5epoch/tokenizer_config.json @@ -0,0 +1,23 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "do_lower_case": true, + "eos_token": "", + "is_local": false, + "max_length": 64, + "model_input_names": [ + "input_ids" + ], + "model_max_length": 1000000000000000019884624838656, + "pad_to_multiple_of": null, + "pad_token": "", + "pad_token_type_id": 0, + "padding_side": "right", + "processor_class": "SiglipProcessor", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "TokenizersBackend", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/README.md b/open_recognition_checkpoints/siglip2_lora_vision_meta/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63582339bd79fb2aefe539e8bc2a2ebcd679e9f1 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip2-base-patch16-512 +library_name: peft +tags: +- base_model:adapter:google/siglip2-base-patch16-512 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_config.json b/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_config.json new file mode 100644 index 0000000000000000000000000000000000000000..732f62df72a0f1c0874fb2a3f8d005bfc8790e78 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_config.json @@ -0,0 +1,46 @@ +{ + "alora_invocation_tokens": null, + "alpha_pattern": {}, + "arrow_config": null, + "auto_mapping": { + "base_model_class": "SiglipModel", + "parent_library": "transformers.models.siglip.modeling_siglip" + }, + "base_model_name_or_path": "google/siglip2-base-patch16-512", + "bias": "none", + "corda_config": null, + "ensure_weight_tying": false, + "eva_config": null, + "exclude_modules": [ + "text_model" + ], + "fan_in_fan_out": false, + "inference_mode": true, + "init_lora_weights": true, + "layer_replication": null, + "layers_pattern": null, + "layers_to_transform": null, + "loftq_config": {}, + "lora_alpha": 32, + "lora_bias": false, + "lora_dropout": 0.05, + "megatron_config": null, + "megatron_core": "megatron.core", + "modules_to_save": null, + "peft_type": "LORA", + "peft_version": "0.18.1", + "qalora_group_size": 16, + "r": 16, + "rank_pattern": {}, + "revision": null, + "target_modules": [ + "q_proj", + "v_proj" + ], + "target_parameters": null, + "task_type": null, + "trainable_token_indices": null, + "use_dora": false, + "use_qalora": false, + "use_rslora": false +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_model.safetensors b/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..2a045872b9ed30462f8094d67b8bd4886403f38d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/adapter_model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91d2d5e075329c3bfb86a3ac6d32c3792fe5545a593fc564b92c0f7c9d288c9e +size 4732520 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/chat_template.jinja b/open_recognition_checkpoints/siglip2_lora_vision_meta/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/chat_template.jinja @@ -0,0 +1,4 @@ +{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '' + role + ' +' + message['content'] | trim + ' +' }}{% endfor %}{% if add_generation_prompt %}{{'model +'}}{% endif %} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/clip_siglip_train_meta.json b/open_recognition_checkpoints/siglip2_lora_vision_meta/clip_siglip_train_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..b0cc6df4cca2b110d04920fc041a93a0cb1d5d1f --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/clip_siglip_train_meta.json @@ -0,0 +1,17 @@ +{ + "base_model_id": "google/siglip2-base-patch16-512", + "train_split": "train", + "species_split_filter": null, + "text_col": "label_text", + "epochs": 1, + "batch_size": 8, + "lr": 0.0001, + "lora_r": 16, + "lora_alpha": 32, + "bf16": false, + "lowercase_text": true, + "steps": 3386, + "n_samples": 27082, + "weak_col": "weak_context_text", + "meta_loss_weight": 0.25 +} \ No newline at end of file diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/processor_config.json b/open_recognition_checkpoints/siglip2_lora_vision_meta/processor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..9d3e80927769c59a6df668b61c690209fa4b9134 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/processor_config.json @@ -0,0 +1,26 @@ +{ + "image_processor": { + "do_convert_rgb": null, + "do_normalize": true, + "do_rescale": true, + "do_resize": true, + "image_mean": [ + 0.5, + 0.5, + 0.5 + ], + "image_processor_type": "SiglipImageProcessor", + "image_std": [ + 0.5, + 0.5, + 0.5 + ], + "resample": 2, + "rescale_factor": 0.00392156862745098, + "size": { + "height": 512, + "width": 512 + } + }, + "processor_class": "SiglipProcessor" +} diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer.json b/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..ba51d5a27dceffc2a3b15a943ccf2975dd716096 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e7334975e5d58c0b88d4a84fb5435c310c50a71b35b18c079b1d1e3a19c2f0f +size 34363125 diff --git a/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer_config.json b/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6454c9e921df4b1d8c742467d4fa01dc0e197f16 --- /dev/null +++ b/open_recognition_checkpoints/siglip2_lora_vision_meta/tokenizer_config.json @@ -0,0 +1,23 @@ +{ + "backend": "tokenizers", + "bos_token": "", + "clean_up_tokenization_spaces": false, + "do_lower_case": true, + "eos_token": "", + "is_local": false, + "max_length": 64, + "model_input_names": [ + "input_ids" + ], + "model_max_length": 1000000000000000019884624838656, + "pad_to_multiple_of": null, + "pad_token": "", + "pad_token_type_id": 0, + "padding_side": "right", + "processor_class": "SiglipProcessor", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "TokenizersBackend", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/open_recognition_checkpoints/siglip_lora_vision/README.md b/open_recognition_checkpoints/siglip_lora_vision/README.md new file mode 100644 index 0000000000000000000000000000000000000000..34ba81438d0019920f69cbc17b8a678279bdab66 --- /dev/null +++ b/open_recognition_checkpoints/siglip_lora_vision/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip-base-patch16-224 +library_name: peft +tags: +- base_model:adapter:google/siglip-base-patch16-224 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git 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], + "model_max_length": 64, + "pad_token": "", + "processor_class": "SiglipProcessor", + "sp_model_kwargs": {}, + "tokenizer_class": "SiglipTokenizer", + "unk_token": "" +} diff --git a/open_recognition_checkpoints/siglip_lora_vision_meta/README.md b/open_recognition_checkpoints/siglip_lora_vision_meta/README.md new file mode 100644 index 0000000000000000000000000000000000000000..34ba81438d0019920f69cbc17b8a678279bdab66 --- /dev/null +++ b/open_recognition_checkpoints/siglip_lora_vision_meta/README.md @@ -0,0 +1,206 @@ +--- +base_model: google/siglip-base-patch16-224 +library_name: peft +tags: +- base_model:adapter:google/siglip-base-patch16-224 +- lora +- transformers +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.18.1 \ No newline at end of file diff --git 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Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. 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Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 12.": 461, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 14.": 462, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 15.": 463, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 17.": 464, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 18.": 465, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 19.": 466, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 2.": 467, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 21.": 468, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 22.": 469, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 23.": 470, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 29.": 471, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 31.": 472, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. 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Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_convnext_tiny/results.json b/supervised_recognition_checkpoints/benchmark_convnext_tiny/results.json new file mode 100644 index 0000000000000000000000000000000000000000..18bd0b16eebd0f66505d9d23895732c50a71f44b --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_convnext_tiny/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "convnext_tiny", + "timm_name": "convnext_tiny", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.9128753705374404, + "test_top5": 0.9851785023843279, + "best_test_top1": 0.9128753705374404 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..8847732ff5fcf9d4e28f1cffc9648378bdfd08a1 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:60bfd70c55081cd3f14d8fd09d9bf1ae03671bf634515ea11c47b5bff46bcd5f +size 347976562 diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: cuprea.": 66, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: fulgens.": 67, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: mitchelli.": 68, + "Order: Blattodea. Family: unknown. Genus: Anamesia. Species: polyzona.": 69, + "Order: Blattodea. Family: unknown. Genus: Ataxigamia. Species: tatei.": 70, + "Order: Blattodea. Family: unknown. Genus: Calolampra. Species: sp..": 71, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: perpolita.": 72, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: shelfordi.": 73, + "Order: Blattodea. Family: unknown. Genus: Eppertia. Species: furcata.": 74, + "Order: Blattodea. Family: unknown. Genus: Geoscapheus. Species: robustus.": 75, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: aptera.": 76, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: friedmani.": 77, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granicollis.": 78, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granulosa.": 79, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: jeanneae.": 80, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: rieki.": 81, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: sp..": 82, + "Order: Blattodea. Family: unknown. Genus: Litopeltis. Species: biolleyi.": 83, + "Order: Blattodea. Family: unknown. Genus: Macrocerca. Species: shelfordi.": 84, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: caneae.": 85, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: curvigera.": 86, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: marginalis.": 87, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: sp..": 88, + "Order: Blattodea. Family: unknown. Genus: Molytria. Species: perplexa.": 89, + "Order: Blattodea. Family: unknown. Genus: Neogeoscapheus. Species: hirsuta.": 90, + "Order: Blattodea. Family: unknown. Genus: Neolaxta. Species: mackerrasae.": 91, + "Order: Diptera. Family: Calliphoridae. Genus: Chrysomya. Species: megacephala.": 92, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: Subulatus.": 93, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: subulatus.": 94, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: doddi.": 95, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: duplonotata.": 96, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: laticallosa.": 97, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: magnetica.": 98, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: musgravii.": 99, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: nigropicta.": 100, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pruina.": 101, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudoardens.": 102, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudobrevior.": 103, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: rivularis.": 104, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: sp..": 105, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: torresi.": 106, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: victoriensis.": 107, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: acutipalpis.": 108, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: appendiculata.": 109, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: caesia.": 110, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: clavicallosa.": 111, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: constans.": 112, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dixoni.": 113, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. Species: sp..": 438, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sinpunctiptilia. Species: emissalis.": 439, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sphenarches. Species: anisodactylus.": 440, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilia. Species: zophodactylus.": 441, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilodes. Species: taprobanes.": 442, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Trichoptilus. Species: ceramodes.": 443, + "Order: Lepidoptera. Family: unknown. Genus: Cosmoclostis. Species: aglaodesma.": 444, + "Order: Lepidoptera. Family: unknown. Genus: Exelastis. Species: phlyctaenias.": 445, + "Order: Lepidoptera. Family: unknown. Genus: Hepalastis. Species: pumilio.": 446, + "Order: Lepidoptera. Family: unknown. Genus: Stangeia. Species: xerodes.": 447, + "Order: Orthoptera. Family: Acrididae. Genus: Aiolopus. Species: thalassinus.": 448, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 12.": 461, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 14.": 462, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 15.": 463, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 17.": 464, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 18.": 465, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 19.": 466, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 2.": 467, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 21.": 468, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 22.": 469, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 23.": 470, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 29.": 471, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 31.": 472, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/results.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/results.json new file mode 100644 index 0000000000000000000000000000000000000000..804506658ca2ecaedd5ef88dec96adcbbbc5df7c --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_finetune/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "dinov2_vitb_finetune", + "timm_name": "vit_base_patch14_dinov2", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.9199639128753705, + "test_top5": 0.9894316277870859, + "best_test_top1": 0.9199639128753705 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..165dc0ccb001de2c4f8b7a05b97007ba2117d04c --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ff1bc308099cc181f68a8c762f0072534814db1e4ce6459bc584d4cdfaaae29 +size 347980658 diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: cuprea.": 66, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: fulgens.": 67, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: mitchelli.": 68, + "Order: Blattodea. Family: unknown. Genus: Anamesia. Species: polyzona.": 69, + "Order: Blattodea. Family: unknown. Genus: Ataxigamia. Species: tatei.": 70, + "Order: Blattodea. Family: unknown. Genus: Calolampra. Species: sp..": 71, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: perpolita.": 72, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: shelfordi.": 73, + "Order: Blattodea. Family: unknown. Genus: Eppertia. Species: furcata.": 74, + "Order: Blattodea. Family: unknown. Genus: Geoscapheus. Species: robustus.": 75, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: aptera.": 76, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: friedmani.": 77, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granicollis.": 78, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granulosa.": 79, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: jeanneae.": 80, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: rieki.": 81, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: sp..": 82, + "Order: Blattodea. Family: unknown. Genus: Litopeltis. Species: biolleyi.": 83, + "Order: Blattodea. Family: unknown. Genus: Macrocerca. Species: shelfordi.": 84, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: caneae.": 85, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: curvigera.": 86, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: marginalis.": 87, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: sp..": 88, + "Order: Blattodea. Family: unknown. Genus: Molytria. Species: perplexa.": 89, + "Order: Blattodea. Family: unknown. Genus: Neogeoscapheus. Species: hirsuta.": 90, + "Order: Blattodea. Family: unknown. Genus: Neolaxta. Species: mackerrasae.": 91, + "Order: Diptera. Family: Calliphoridae. Genus: Chrysomya. Species: megacephala.": 92, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: Subulatus.": 93, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: subulatus.": 94, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: doddi.": 95, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: duplonotata.": 96, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: laticallosa.": 97, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: magnetica.": 98, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: musgravii.": 99, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: nigropicta.": 100, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pruina.": 101, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudoardens.": 102, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudobrevior.": 103, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: rivularis.": 104, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: sp..": 105, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: torresi.": 106, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: victoriensis.": 107, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: acutipalpis.": 108, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: appendiculata.": 109, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: caesia.": 110, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: clavicallosa.": 111, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: constans.": 112, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dixoni.": 113, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. Species: sp..": 438, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sinpunctiptilia. Species: emissalis.": 439, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sphenarches. Species: anisodactylus.": 440, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilia. Species: zophodactylus.": 441, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilodes. Species: taprobanes.": 442, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Trichoptilus. Species: ceramodes.": 443, + "Order: Lepidoptera. Family: unknown. Genus: Cosmoclostis. Species: aglaodesma.": 444, + "Order: Lepidoptera. Family: unknown. Genus: Exelastis. Species: phlyctaenias.": 445, + "Order: Lepidoptera. Family: unknown. Genus: Hepalastis. Species: pumilio.": 446, + "Order: Lepidoptera. Family: unknown. Genus: Stangeia. Species: xerodes.": 447, + "Order: Orthoptera. Family: Acrididae. Genus: Aiolopus. Species: thalassinus.": 448, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. 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Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/results.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/results.json new file mode 100644 index 0000000000000000000000000000000000000000..39bf5d8914f134012c45fa2bb9fabe1e54bf57fa --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "dinov2_vitb_linear", + "timm_name": "vit_base_patch14_dinov2", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.8321948704729991, + "test_top5": 0.9653305838381234, + "best_test_top1": 0.8324526356489238 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..541f567b6b851b154979d45b2a8dd4c85dce40e0 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2df34b1d4c5a3adf684052e5d79c2c8f0ffd43659d79dcd7b1aa05546ed8b5ff +size 347980658 diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. 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Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. 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Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. 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Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. 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Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/results.json b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/results.json new file mode 100644 index 0000000000000000000000000000000000000000..fec713810deae759cd011952d2c637d62b1821f2 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov2_vitb_linear8x1e-3/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "dinov2_vitb_linear", + "timm_name": "vit_base_patch14_dinov2", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.8475318984405207, + "test_top5": 0.9675215878334837, + "best_test_top1": 0.8479185462044078 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..edda44589a2c50630a276f2a0a3d0576cb1c9aa5 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7da00d8338b1aea1c746d9591b5cb47566a3b6b196e3aa97c8a58547632b5067 +size 1214560082 diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: cuprea.": 66, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: fulgens.": 67, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: mitchelli.": 68, + "Order: Blattodea. Family: unknown. Genus: Anamesia. Species: polyzona.": 69, + "Order: Blattodea. Family: unknown. Genus: Ataxigamia. Species: tatei.": 70, + "Order: Blattodea. Family: unknown. Genus: Calolampra. Species: sp..": 71, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: perpolita.": 72, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: shelfordi.": 73, + "Order: Blattodea. Family: unknown. Genus: Eppertia. Species: furcata.": 74, + "Order: Blattodea. Family: unknown. Genus: Geoscapheus. Species: robustus.": 75, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: aptera.": 76, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: friedmani.": 77, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granicollis.": 78, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granulosa.": 79, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: jeanneae.": 80, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: rieki.": 81, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: sp..": 82, + "Order: Blattodea. Family: unknown. Genus: Litopeltis. Species: biolleyi.": 83, + "Order: Blattodea. Family: unknown. Genus: Macrocerca. Species: shelfordi.": 84, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: caneae.": 85, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: curvigera.": 86, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: marginalis.": 87, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: sp..": 88, + "Order: Blattodea. Family: unknown. Genus: Molytria. Species: perplexa.": 89, + "Order: Blattodea. Family: unknown. Genus: Neogeoscapheus. Species: hirsuta.": 90, + "Order: Blattodea. Family: unknown. Genus: Neolaxta. Species: mackerrasae.": 91, + "Order: Diptera. Family: Calliphoridae. Genus: Chrysomya. Species: megacephala.": 92, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: Subulatus.": 93, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: subulatus.": 94, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: doddi.": 95, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: duplonotata.": 96, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: laticallosa.": 97, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: magnetica.": 98, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: musgravii.": 99, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: nigropicta.": 100, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pruina.": 101, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudoardens.": 102, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudobrevior.": 103, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: rivularis.": 104, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: sp..": 105, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: torresi.": 106, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: victoriensis.": 107, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: acutipalpis.": 108, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: appendiculata.": 109, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: caesia.": 110, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: clavicallosa.": 111, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: constans.": 112, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dixoni.": 113, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. 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Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. 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Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/results.json b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/results.json new file mode 100644 index 0000000000000000000000000000000000000000..1c30e71de4c054c0ff4f44c54e6644ccf7f07c2c --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_finetune/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "dinov3_vitl_finetune", + "timm_name": "vit_large_patch16_dinov3", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.9350431756669674, + "test_top5": 0.9923959273102204, + "best_test_top1": 0.9356875886067793 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..ab947b6ba34a578e68d3574046b57575ed4cbd9e --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ac949ea4bd66aeac70cdd03d8826bbf4cca3e75d08a9d7ae247981b8dfdfdaf +size 1214567442 diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: cuprea.": 66, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: fulgens.": 67, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: mitchelli.": 68, + "Order: Blattodea. Family: unknown. Genus: Anamesia. Species: polyzona.": 69, + "Order: Blattodea. Family: unknown. Genus: Ataxigamia. Species: tatei.": 70, + "Order: Blattodea. Family: unknown. Genus: Calolampra. Species: sp..": 71, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: perpolita.": 72, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: shelfordi.": 73, + "Order: Blattodea. Family: unknown. Genus: Eppertia. Species: furcata.": 74, + "Order: Blattodea. Family: unknown. Genus: Geoscapheus. Species: robustus.": 75, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: aptera.": 76, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: friedmani.": 77, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granicollis.": 78, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granulosa.": 79, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: jeanneae.": 80, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: rieki.": 81, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: sp..": 82, + "Order: Blattodea. Family: unknown. Genus: Litopeltis. Species: biolleyi.": 83, + "Order: Blattodea. Family: unknown. Genus: Macrocerca. Species: shelfordi.": 84, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: caneae.": 85, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: curvigera.": 86, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: marginalis.": 87, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: sp..": 88, + "Order: Blattodea. Family: unknown. Genus: Molytria. Species: perplexa.": 89, + "Order: Blattodea. Family: unknown. Genus: Neogeoscapheus. Species: hirsuta.": 90, + "Order: Blattodea. Family: unknown. Genus: Neolaxta. Species: mackerrasae.": 91, + "Order: Diptera. Family: Calliphoridae. Genus: Chrysomya. Species: megacephala.": 92, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: Subulatus.": 93, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: subulatus.": 94, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: doddi.": 95, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: duplonotata.": 96, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: laticallosa.": 97, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: magnetica.": 98, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: musgravii.": 99, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: nigropicta.": 100, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pruina.": 101, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudoardens.": 102, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudobrevior.": 103, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: rivularis.": 104, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: sp..": 105, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: torresi.": 106, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: victoriensis.": 107, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: acutipalpis.": 108, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: appendiculata.": 109, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: caesia.": 110, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: clavicallosa.": 111, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: constans.": 112, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dixoni.": 113, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. Species: sp..": 438, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sinpunctiptilia. Species: emissalis.": 439, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sphenarches. Species: anisodactylus.": 440, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilia. Species: zophodactylus.": 441, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilodes. Species: taprobanes.": 442, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Trichoptilus. Species: ceramodes.": 443, + "Order: Lepidoptera. Family: unknown. Genus: Cosmoclostis. Species: aglaodesma.": 444, + "Order: Lepidoptera. Family: unknown. Genus: Exelastis. Species: phlyctaenias.": 445, + "Order: Lepidoptera. Family: unknown. Genus: Hepalastis. Species: pumilio.": 446, + "Order: Lepidoptera. Family: unknown. Genus: Stangeia. Species: xerodes.": 447, + "Order: Orthoptera. Family: Acrididae. Genus: Aiolopus. Species: thalassinus.": 448, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 12.": 461, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 14.": 462, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 15.": 463, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 17.": 464, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 18.": 465, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 19.": 466, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 2.": 467, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 21.": 468, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 22.": 469, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 23.": 470, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 29.": 471, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 31.": 472, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. 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Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/results.json b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/results.json new file mode 100644 index 0000000000000000000000000000000000000000..c02057e461c3ff42247986aa1b5d0fedc8539881 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_dinov3_vitl_linear/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "dinov3_vitl_linear", + "timm_name": "vit_large_patch16_dinov3", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.8354169351720583, + "test_top5": 0.9640417579584998, + "best_test_top1": 0.8372212914035314 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_resnet50/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_resnet50/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..06c59dc44ff4bf3d7a15aa503be4f56d0b66c58b --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_resnet50/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd6600c9daf747ae42117831e59f44503c5ded4ceebbb3d5743f067efe8beddb +size 98592146 diff --git a/supervised_recognition_checkpoints/benchmark_resnet50/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_resnet50/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_resnet50/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. 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Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. 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Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. Species: sp..": 438, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sinpunctiptilia. Species: emissalis.": 439, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sphenarches. Species: anisodactylus.": 440, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilia. Species: zophodactylus.": 441, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilodes. Species: taprobanes.": 442, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Trichoptilus. Species: ceramodes.": 443, + "Order: Lepidoptera. Family: unknown. Genus: Cosmoclostis. Species: aglaodesma.": 444, + "Order: Lepidoptera. Family: unknown. Genus: Exelastis. Species: phlyctaenias.": 445, + "Order: Lepidoptera. Family: unknown. Genus: Hepalastis. Species: pumilio.": 446, + "Order: Lepidoptera. Family: unknown. Genus: Stangeia. Species: xerodes.": 447, + "Order: Orthoptera. Family: Acrididae. Genus: Aiolopus. Species: thalassinus.": 448, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 12.": 461, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 14.": 462, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 15.": 463, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 17.": 464, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 18.": 465, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 19.": 466, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 2.": 467, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 21.": 468, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 22.": 469, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 23.": 470, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 29.": 471, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 31.": 472, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_resnet50/results.json b/supervised_recognition_checkpoints/benchmark_resnet50/results.json new file mode 100644 index 0000000000000000000000000000000000000000..a23a47fdd0e286d24a6df53463756d70b0221267 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_resnet50/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "resnet50", + "timm_name": "resnet50", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.9001159943291661, + "test_top5": 0.9849207372084031, + "best_test_top1": 0.9002448769171285 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_vit_b16/checkpoint_last.pth b/supervised_recognition_checkpoints/benchmark_vit_b16/checkpoint_last.pth new file mode 100644 index 0000000000000000000000000000000000000000..d937c7682482816481691732dae1bc33c61ff4f3 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_vit_b16/checkpoint_last.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecc4d4600a879b22f27e62a6ed66b3ce66c24d9c5b78bf543c3958eb55c00c46 +size 344844770 diff --git a/supervised_recognition_checkpoints/benchmark_vit_b16/label_to_idx.json b/supervised_recognition_checkpoints/benchmark_vit_b16/label_to_idx.json new file mode 100644 index 0000000000000000000000000000000000000000..7a96a723226c80079114fa18b3719b9850343771 --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_vit_b16/label_to_idx.json @@ -0,0 +1,519 @@ +{ + "Order: Blattodea. Family: Blaberidae. Genus: Blaberus. Species: giganteus.": 0, + "Order: Blattodea. Family: Blaberidae. Genus: Diploptera. Species: punctata.": 1, + "Order: Blattodea. Family: Blaberidae. Genus: Nauphoeta. Species: cinerea.": 2, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: ancaudellioides.": 3, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: cribrata.": 4, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: matthewsi.": 5, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: sloanei.": 6, + "Order: Blattodea. Family: Blaberidae. Genus: Panesthia. Species: tryoni.": 7, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: sp..": 8, + "Order: Blattodea. Family: Blaberidae. Genus: Pycnoscelus. Species: surinamensis.": 9, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: bicolor.": 10, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: gloriosa.": 11, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: lateralis.": 12, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: mesomacula.": 13, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: musgravei.": 14, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sloanei.": 15, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: sp..": 16, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: striata.": 17, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: subzonata.": 18, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: trifasciata.": 19, + "Order: Blattodea. Family: Blattidae. Genus: Cosmozosteria. Species: zonata.": 20, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: communis.": 21, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: lobipennis.": 22, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: semivitta.": 23, + "Order: Blattodea. Family: Blattidae. Genus: Drymaplaneta. Species: shelfordi.": 24, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: nobilis.": 25, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: sordida.": 26, + "Order: Blattodea. Family: Blattidae. Genus: Euzosteria. Species: subreflexa.": 27, + "Order: Blattodea. Family: Blattidae. Genus: Hemelytroblatta. Species: cerverae.": 28, + "Order: Blattodea. Family: Blattidae. Genus: Megazosteria. Species: patula.": 29, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: aterrima.": 30, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ayrensis.": 31, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: capitolina.": 32, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: castanea.": 33, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: circumducta.": 34, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: dookiensis.": 35, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: montana.": 36, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: morosa.": 37, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitida.": 38, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: nitidella.": 39, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: obscura.": 40, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: occidentalis.": 41, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: popeae.": 42, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: ruficeps.": 43, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: sp..": 44, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: spryi.": 45, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: subbifasciata.": 46, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: triangulata.": 47, + "Order: Blattodea. Family: Blattidae. Genus: Melanozosteria. Species: uncinata.": 48, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: americana.": 49, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: australasiae.": 50, + "Order: Blattodea. Family: Blattidae. Genus: Periplaneta. Species: brunnea.": 51, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: ainsliensis.": 52, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: anceps.": 53, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: armata.": 54, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: biglumis.": 55, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: coolgardiensis.": 56, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: jungi.": 57, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: melanaria.": 58, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabra.": 59, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: scabrella.": 60, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: sp..": 61, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: spatiosa.": 62, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: stradbrokensis.": 63, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: subaptera.": 64, + "Order: Blattodea. Family: Blattidae. Genus: Platyzosteria. Species: tenuis.": 65, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: cuprea.": 66, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: fulgens.": 67, + "Order: Blattodea. Family: Blattidae. Genus: Polyzosteria. Species: mitchelli.": 68, + "Order: Blattodea. Family: unknown. Genus: Anamesia. Species: polyzona.": 69, + "Order: Blattodea. Family: unknown. Genus: Ataxigamia. Species: tatei.": 70, + "Order: Blattodea. Family: unknown. Genus: Calolampra. Species: sp..": 71, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: perpolita.": 72, + "Order: Blattodea. Family: unknown. Genus: Celatoblatta. Species: shelfordi.": 73, + "Order: Blattodea. Family: unknown. Genus: Eppertia. Species: furcata.": 74, + "Order: Blattodea. Family: unknown. Genus: Geoscapheus. Species: robustus.": 75, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: aptera.": 76, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: friedmani.": 77, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granicollis.": 78, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: granulosa.": 79, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: jeanneae.": 80, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: rieki.": 81, + "Order: Blattodea. Family: unknown. Genus: Laxta. Species: sp..": 82, + "Order: Blattodea. Family: unknown. Genus: Litopeltis. Species: biolleyi.": 83, + "Order: Blattodea. Family: unknown. Genus: Macrocerca. Species: shelfordi.": 84, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: caneae.": 85, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: curvigera.": 86, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: marginalis.": 87, + "Order: Blattodea. Family: unknown. Genus: Methana. Species: sp..": 88, + "Order: Blattodea. Family: unknown. Genus: Molytria. Species: perplexa.": 89, + "Order: Blattodea. Family: unknown. Genus: Neogeoscapheus. Species: hirsuta.": 90, + "Order: Blattodea. Family: unknown. Genus: Neolaxta. Species: mackerrasae.": 91, + "Order: Diptera. Family: Calliphoridae. Genus: Chrysomya. Species: megacephala.": 92, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: Subulatus.": 93, + "Order: Diptera. Family: Stratiomyidae. Genus: Boreoides. Species: subulatus.": 94, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: doddi.": 95, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: duplonotata.": 96, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: laticallosa.": 97, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: magnetica.": 98, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: musgravii.": 99, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: nigropicta.": 100, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pruina.": 101, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudoardens.": 102, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: pseudobrevior.": 103, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: rivularis.": 104, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: sp..": 105, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: torresi.": 106, + "Order: Diptera. Family: Tabanidae. Genus: Cydistomyia. Species: victoriensis.": 107, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: acutipalpis.": 108, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: appendiculata.": 109, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: caesia.": 110, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: clavicallosa.": 111, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: constans.": 112, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dixoni.": 113, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dubiosa.": 114, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: dycei.": 115, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: edentula.": 116, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: eidsvoldensis.": 117, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: englishae.": 118, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: fullerae.": 119, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gentilis.": 120, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: germanica.": 121, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: gregaria.": 122, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hebes.": 123, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: hobartiensis.": 124, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: innotata.": 125, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: macrophthalma.": 126, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: moretonensis.": 127, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemopunctata.": 128, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nemotuberculata.": 129, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neobasalis.": 130, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neocirrus.": 131, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: neolatifrons.": 132, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: nigrosa.": 133, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: norrisi.": 134, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: ochreoflava.": 135, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: oculata.": 136, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parabasalis.": 137, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: parva.": 138, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: sp..": 139, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: spadix.": 140, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: subornata.": 141, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: tasmaniensis.": 142, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: trilinealis.": 143, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vespiformis.": 144, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vetusta.": 145, + "Order: Diptera. Family: Tabanidae. Genus: Dasybasis. Species: vicina.": 146, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: fuliginosa.": 147, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: lurida.": 148, + "Order: Diptera. Family: Tabanidae. Genus: Lilaea. Species: paralurida.": 149, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: alcocki.": 150, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: burnsi.": 151, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: montana.": 152, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: obscurus.": 153, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: silvester.": 154, + "Order: Diptera. Family: Tabanidae. Genus: Pseudotabanus. Species: trypherus.": 155, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: patula.": 156, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: pulchra.": 157, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: testacea.": 158, + "Order: Diptera. Family: Tabanidae. Genus: Scaptia. Species: tricolor.": 159, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: aurivittatus.": 160, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: australicus.": 161, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: ceylonicus.": 162, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cinerescens.": 163, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: cohaerens.": 164, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: concolor.": 165, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: davidsoni.": 166, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: denticulatus.": 167, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: notatus.": 168, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: obscurilineatus.": 169, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pallipennis.": 170, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: parvicallosus.": 171, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: pollinosus.": 172, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: praepositus.": 173, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: queenslandii.": 174, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: rosselensis.": 175, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: semicircularis.": 176, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sequens.": 177, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: serus.": 178, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: sp..": 179, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: strangmannii.": 180, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: stueberi.": 181, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: subrecusans.": 182, + "Order: Diptera. Family: Tabanidae. Genus: Tabanus. Species: townsvilli.": 183, + "Order: Diptera. Family: Therevidae. Genus: Anacanthella. Species: angustifrons.": 184, + "Order: Diptera. Family: Therevidae. Genus: Ectenopsis. Species: angusta.": 185, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: nigrovittatum.": 186, + "Order: Diptera. Family: unknown. Genus: Caenoprosopon. Species: trichocerum.": 187, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: bifasciata.": 188, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: insularis.": 189, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: parva.": 190, + "Order: Diptera. Family: unknown. Genus: Chasmia. Species: subhastata.": 191, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: clavata.": 192, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: concolor.": 193, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: gemina.": 194, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: lasiophthalma.": 195, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: mackerrasi.": 196, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: maculiventris.": 197, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neoconcolor.": 198, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: neotricolor.": 199, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: occidentalis.": 200, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: orientalis.": 201, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: regisgeorgii.": 202, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subappendiculata.": 203, + "Order: Diptera. Family: unknown. Genus: Copidapha. Species: subcontigua.": 204, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: grossus.": 205, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: hitchcocki.": 206, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: nr. rubriceps.": 207, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: rubriceps.": 208, + "Order: Diptera. Family: unknown. Genus: Inopus. Species: sp..": 209, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: nigricostus.": 210, + "Order: Diptera. Family: unknown. Genus: Japenoides. Species: veitchi.": 211, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: guttata.": 212, + "Order: Diptera. Family: unknown. Genus: Triclista. Species: singularis.": 213, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: australis.": 214, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: cassiae.": 215, + "Order: Hymenoptera. Family: Apoidea. Genus: Austroplebeia. Species: sp..": 216, + "Order: Hymenoptera. Family: Apoidea. Genus: Austrothurgus. Species: rubricatus.": 217, + "Order: Hymenoptera. Family: Apoidea. Genus: Brachyhesma. Species: rossi.": 218, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: clarissima.": 219, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminuta.": 220, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: diminutoides.": 221, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: hyalina.": 222, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: praesumptiosa.": 223, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: simillima.": 224, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: sp..": 225, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: unicolor.": 226, + "Order: Hymenoptera. Family: Apoidea. Genus: Braunsapis. Species: verticalis.": 227, + "Order: Hymenoptera. Family: Apoidea. Genus: Callohesma. Species: sp..": 228, + "Order: Hymenoptera. Family: Apoidea. Genus: Ceratina. Species: sp..": 229, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: albolineata.": 230, + "Order: Hymenoptera. Family: Apoidea. Genus: Coelioxys. Species: sp..": 231, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: goodeniae.": 232, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: nitidifrons.": 233, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: serrata.": 234, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sp..": 235, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: sybilae.": 236, + "Order: Hymenoptera. Family: Apoidea. Genus: Euhesma. Species: yellowdinensis.": 237, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: adelaidae.": 238, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: edwardsii.": 239, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: ephippiata.": 240, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: frenchii.": 241, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: rubricata.": 242, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: salaris.": 243, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossa. Species: sp..": 244, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: cardaleae.": 245, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: hypochroma.": 246, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: n. sp..": 247, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: proctotrypoides.": 248, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossina. Species: sp..": 249, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: flava.": 250, + "Order: Hymenoptera. Family: Apoidea. Genus: Euryglossula. Species: sp..": 251, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: concinnula.": 252, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: laeta.": 253, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: maculata.": 254, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: minutissima.": 255, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: montana.": 256, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: obliterata.": 257, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: richardsoni.": 258, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: robusta.": 259, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneura. Species: xanthoclypeata.": 260, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: eremophila.": 261, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: lawsoni.": 262, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: setosa.": 263, + "Order: Hymenoptera. Family: Apoidea. Genus: Exoneurella. Species: tridentata.": 264, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: andrewsi.": 265, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: brevicornutus.": 266, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: urbanus.": 267, + "Order: Hymenoptera. Family: Apoidea. Genus: Homalictus. Species: woodsi.": 268, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: albonitens.": 269, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: alcyoneus.": 270, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: amiculiformis.": 271, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: aralis.": 272, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: bituberculatus.": 273, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chlorosomus.": 274, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chromaticus.": 275, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: chrysaspis.": 276, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: dromedarius.": 277, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: elegans.": 278, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: eugeniellus.": 279, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: euxanthus.": 280, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: husela.": 281, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: huselus.": 282, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: lateralis.": 283, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: littleri.": 284, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: maiellus.": 285, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: minusculus.": 286, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: perhumilis.": 287, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: philoleucus.": 288, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: proximus.": 289, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: quadratus.": 290, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: rotundiceps.": 291, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: ruficeps.": 292, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: theodorei.": 293, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: trimerops.": 294, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: violaceus.": 295, + "Order: Hymenoptera. Family: Apoidea. Genus: Hylaeus. Species: vittatifrons.": 296, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: bivulnerata.": 297, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: concinna.": 298, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyleoides. Species: zonalis.": 299, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: atromicans.": 300, + "Order: Hymenoptera. Family: Apoidea. Genus: Hyphesma. Species: sp..": 301, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: castor.": 302, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: chapmani.": 303, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: cognatum.": 304, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: convexum.": 305, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: ebeneum.": 306, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: eremaean.": 307, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: expansifrons.": 308, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: fasciatum.": 309, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: florale.": 310, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: gynochilum.": 311, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: helichrysi.": 312, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: imitans.": 313, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: immaculatum.": 314, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: instabilis.": 315, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: lanarium.": 316, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: litovillum.": 317, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: littleri.": 318, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mediopolitum.": 319, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mesostenoideum.": 320, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mirandum.": 321, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: mundulum.": 322, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: orbatum.": 323, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: pachycephalum.": 324, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: platycephalum.": 325, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: sororculum.": 326, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: supralucens.": 327, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: tamburinei.": 328, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: triangulatum.": 329, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: victoriae.": 330, + "Order: Hymenoptera. Family: Apoidea. Genus: Lasioglossum. Species: willsi.": 331, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: australica.": 332, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: cyanella.": 333, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: flavoviridis.": 334, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: gracilipes.": 335, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: hippophila.": 336, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: nana.": 337, + "Order: Hymenoptera. Family: Apoidea. Genus: Lipotriches. Species: ulongensis.": 338, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: atrella.": 339, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: captionis.": 340, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: darwiniana.": 341, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: deanii.": 342, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: erythropyga.": 343, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: fabricator.": 344, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ferox.": 345, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: heriadiformis.": 346, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: leucopyga.": 347, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lineatipes.": 348, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: lucidiventris.": 349, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: macularis.": 350, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monkmani.": 351, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: monstrosa.": 352, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystacea.": 353, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: mystaceana.": 354, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: oblonga.": 355, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ordinaria.": 356, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: phenacopyga.": 357, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ramulipes.": 358, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodogastra.": 359, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rhodura.": 360, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: rugosa.": 361, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semicandens.": 362, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: semiluctuosa.": 363, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: serricauda.": 364, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: sp..": 365, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: tosticauda.": 366, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: ustulata.": 367, + "Order: Hymenoptera. Family: Apoidea. Genus: Megachile. Species: vestitor.": 368, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: eucalypti.": 369, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: gemmata.": 370, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: impressifrons.": 371, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: modesta.": 372, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: setifera.": 373, + "Order: Hymenoptera. Family: Apoidea. Genus: Meroglossa. Species: striaticeps.": 374, + "Order: Hymenoptera. Family: Apoidea. Genus: Nomia. Species: sp..": 375, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: angophorae.": 376, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: haematostoma.": 377, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: kellyi.": 378, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: mirabilis.": 379, + "Order: Hymenoptera. Family: Apoidea. Genus: Pachyprosopis. Species: sp..": 380, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: parallela.": 381, + "Order: Hymenoptera. Family: Apoidea. Genus: Palaeorhiza. Species: sp..": 382, + "Order: Hymenoptera. Family: Apoidea. Genus: Paracolletes. Species: sp..": 383, + "Order: Hymenoptera. Family: Apoidea. Genus: Sphecodes. Species: sp..": 384, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: caeruleopunctatus.": 385, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: lugubris.": 386, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: sp..": 387, + "Order: Hymenoptera. Family: Apoidea. Genus: Thyreus. Species: waroonensis.": 388, + "Order: Hymenoptera. Family: Apoidea. Genus: Xanthesma. Species: furcifera.": 389, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: ferruginata.": 390, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: minuscula.": 391, + "Order: Hymenoptera. Family: Mutillidae. Genus: Ephutomorpha. Species: sp..": 392, + "Order: Hymenoptera. Family: Mutillidae. Genus: Trogaspidia. Species: lalokia.": 393, + "Order: Hymenoptera. Family: Pompilidae. Genus: Agenioideus. Species: nigricornis.": 394, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: amoenulus.": 395, + "Order: Hymenoptera. Family: Pompilidae. Genus: Anoplius. Species: sp..": 396, + "Order: Hymenoptera. Family: Pompilidae. Genus: Batozonellus. Species: vespoides.": 397, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ceropales. Species: sp..": 398, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: australis.": 399, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: distinctus.": 400, + "Order: Hymenoptera. Family: Pompilidae. Genus: Cryptocheilus. Species: sp..": 401, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: buromi.": 402, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: cinctus.": 403, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: coracinus.": 404, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: gracilis.": 405, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: hilli.": 406, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: immitis.": 407, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: jariti.": 408, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: koora.": 409, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ornatus.": 410, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: ouyen.": 411, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: spilotus.": 412, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: thoorka.": 413, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: warragai.": 414, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ctenostegus. Species: woomba.": 415, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: handschini.": 416, + "Order: Hymenoptera. Family: Pompilidae. Genus: Ferreola. Species: sp..": 417, + "Order: Hymenoptera. Family: Pompilidae. Genus: Hemipepsis. Species: australasiae.": 418, + "Order: Hymenoptera. Family: Pompilidae. Genus: Heterodontonyx. Species: bicolor.": 419, + "Order: Hymenoptera. Family: Pompilidae. Genus: Paracyphononyx. Species: sp..": 420, + "Order: Hymenoptera. Family: Pompilidae. Genus: Pompilus. Species: cinereus.": 421, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: nigrocinerascens.": 422, + "Order: Hymenoptera. Family: Pompilidae. Genus: Telostegus. Species: thomisivorus.": 423, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: carbonaria.": 424, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: hockingsi.": 425, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: mellipes.": 426, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sapiens.": 427, + "Order: Hymenoptera. Family: Pompilidae. Genus: Tetragonula. Species: sp..": 428, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: ahrimanes.": 429, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: frontalis.": 430, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: labilis.": 431, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: melancholica.": 432, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: semiluctuosa.": 433, + "Order: Hymenoptera. Family: Pompilidae. Genus: Turneromyia. Species: senex.": 434, + "Order: Lepidoptera. Family: Noctuidae. Genus: Agrotis. Species: infusa.": 435, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Imbophorus. Species: aptalis.": 436, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Megalorhipida. Species: leucodactyla.": 437, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Pterophoridae. Species: sp..": 438, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sinpunctiptilia. Species: emissalis.": 439, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Sphenarches. Species: anisodactylus.": 440, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilia. Species: zophodactylus.": 441, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Stenoptilodes. Species: taprobanes.": 442, + "Order: Lepidoptera. Family: Pterophoridae. Genus: Trichoptilus. Species: ceramodes.": 443, + "Order: Lepidoptera. Family: unknown. Genus: Cosmoclostis. Species: aglaodesma.": 444, + "Order: Lepidoptera. Family: unknown. Genus: Exelastis. Species: phlyctaenias.": 445, + "Order: Lepidoptera. Family: unknown. Genus: Hepalastis. Species: pumilio.": 446, + "Order: Lepidoptera. Family: unknown. Genus: Stangeia. Species: xerodes.": 447, + "Order: Orthoptera. Family: Acrididae. Genus: Aiolopus. Species: thalassinus.": 448, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: basalis.": 449, + "Order: Orthoptera. Family: Acrididae. Genus: Austracris. Species: guttulosa.": 450, + "Order: Orthoptera. Family: Acrididae. Genus: Chortoicetes. Species: terminifera.": 451, + "Order: Orthoptera. Family: Acrididae. Genus: Heteropternis. Species: obscurella.": 452, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: australis.": 453, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: genicularis.": 454, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: lineosa.": 455, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: mjobergi.": 456, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: modesta.": 457, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: securiformis.": 458, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 1.": 459, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 10.": 460, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 12.": 461, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 14.": 462, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 15.": 463, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 17.": 464, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 18.": 465, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 19.": 466, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 2.": 467, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 21.": 468, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 22.": 469, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 23.": 470, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 29.": 471, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 31.": 472, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 36.": 473, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 4.": 474, + "Order: Orthoptera. Family: Acrididae. Genus: Macrotona. Species: sp. 7.": 475, + "Order: Orthoptera. Family: Acrididae. Genus: Schizobothrus. Species: flavovittatus.": 476, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: angustifrons.": 477, + "Order: Orthoptera. Family: Acrididae. Genus: Stenocatantops. Species: vitripennis.": 478, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: collina.": 479, + "Order: Orthoptera. Family: Tetrigidae. Genus: Tetrix. Species: phrynus.": 480, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: cruciata.": 481, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: pusilla.": 482, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tenuicornis.": 483, + "Order: Orthoptera. Family: unknown. Genus: Austroicetes. Species: tricolor.": 484, + "Order: Orthoptera. Family: unknown. Genus: Froggattina. Species: australis.": 485, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: planicosta.": 486, + "Order: Orthoptera. Family: unknown. Genus: Maclystria. Species: sp. 1.": 487, + "Order: Orthoptera. Family: unknown. Genus: Macrazelota. Species: cervina.": 488, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 1.": 489, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 10.": 490, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 15.": 491, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 16.": 492, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 17.": 493, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 18.": 494, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 19.": 495, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 21.": 496, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 22.": 497, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 3.": 498, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 4.": 499, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 5.": 500, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp. 8.": 501, + "Order: Orthoptera. Family: unknown. Genus: Micreola. Species: sp..": 502, + "Order: Orthoptera. Family: unknown. Genus: Perloccia. Species: evittata.": 503, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 1.": 504, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 11.": 505, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 2.": 506, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 4.": 507, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 5.": 508, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 6.": 509, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 7.": 510, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 8.": 511, + "Order: Orthoptera. Family: unknown. Genus: Sumbilvia. Species: sp. 9.": 512, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: badius.": 513, + "Order: Orthoptera. Family: unknown. Genus: Theomolpus. Species: pulcher.": 514, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: rubripes.": 515, + "Order: Orthoptera. Family: unknown. Genus: Xypechtia. Species: testacea.": 516 +} \ No newline at end of file diff --git a/supervised_recognition_checkpoints/benchmark_vit_b16/results.json b/supervised_recognition_checkpoints/benchmark_vit_b16/results.json new file mode 100644 index 0000000000000000000000000000000000000000..8ed838b92feb101da9c10622aaa7997125a4ea2d --- /dev/null +++ b/supervised_recognition_checkpoints/benchmark_vit_b16/results.json @@ -0,0 +1,10 @@ +{ + "recipe": "vit_b16", + "timm_name": "vit_base_patch16_224", + "num_classes": 517, + "n_train": 27082, + "n_test_seen": 7759, + "test_top1": 0.9042402371439618, + "test_top5": 0.9846629720324784, + "best_test_top1": 0.9046268849078489 +} \ No newline at end of file