| --- |
| pretty_name: Elliot Localize General Objects |
| language: |
| - en |
| task_categories: |
| - object-detection |
| tags: |
| - image |
| - visual-grounding |
| - pointing |
| - megatron-energon |
| configs: |
| - config_name: ingested_blip3_grounding__normalized_box_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_blip3_grounding__normalized_box_v1/preview.parquet |
| default: true |
| - config_name: ingested_grand__detection_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grand__detection_v1/preview.parquet |
| - config_name: ingested_grand__referring_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grand__referring_v1/preview.parquet |
| - config_name: ingested_grand__affordance_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grand__affordance_v1/preview.parquet |
| - config_name: ingested_grand__dense_caption_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grand__dense_caption_v1/preview.parquet |
| - config_name: ingested_grand__short_caption_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grand__short_caption_v1/preview.parquet |
| - config_name: ingested_grit__native_box__noun_chunks_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grit__native_box__noun_chunks_v1/preview.parquet |
| - config_name: ingested_grit__native_box__ref_exps_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_grit__native_box__ref_exps_v1/preview.parquet |
| - config_name: ingested_lvis__native_box_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_lvis__native_box_v1/preview.parquet |
| - config_name: ingested_pascal_voc__native_box_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_pascal_voc__native_box_v1/preview.parquet |
| - config_name: ingested_roboflow100__native_box_v1_preview |
| data_files: |
| - split: preview |
| path: hf_preview/ingested_roboflow100__native_box_v1/preview.parquet |
| --- |
| |
| # Elliot Localize General Objects |
|
|
| Upstream training splits; known explicitly identified test/eval rows excluded. Cross-dataset benchmark overlap is not guaranteed. Published as a raw, manually gated release; source annotation caveats remain. |
|
|
| Task views reuse original image archives. Coordinates are normalized 0–1000. Within each query targets are sorted left-to-right then top-to-bottom. |
|
|
| HF preview configs contain 10 examples per view, not the complete training split. Full training uses `metadataset.yaml` and `examples/read_energon.py` (Energon 7.4). |
|
|
| | Source | View | Records | Targets | Examples | |
| |---|---|---:|---:|---| |
| | blip3_grounding | boxes | 7,319 | 51,243 | [10 annotated examples](datasets/blip3_grounding/views/ingested_blip3_grounding__normalized_box_v1/_cases.md) | |
| | grand | detection | 3,819,625 | 189,778,638 | [10 annotated examples](datasets/grand/views/ingested_grand__detection_v1/_cases.md) | |
| | grand | referring_expression | 3,761,693 | 27,165,058 | [10 annotated examples](datasets/grand/views/ingested_grand__referring_v1/_cases.md) | |
| | grand | affordance_grounding | 2,151,574 | 28,936,993 | [10 annotated examples](datasets/grand/views/ingested_grand__affordance_v1/_cases.md) | |
| | grand | grounded_captioning (optional; excluded from default) | 3,808,343 | 16,606,582 | [10 annotated examples](datasets/grand/views/ingested_grand__dense_caption_v1/_cases.md) | |
| | grand | grounded_captioning (optional; excluded from default) | 7,536,855 | 16,094,385 | [10 annotated examples](datasets/grand/views/ingested_grand__short_caption_v1/_cases.md) | |
| | grit | boxes | 6,010 | 10,625 | [10 annotated examples](datasets/grit/views/ingested_grit__native_box__noun_chunks_v1/_cases.md) | |
| | grit | boxes | 6,010 | 10,625 | [10 annotated examples](datasets/grit/views/ingested_grit__native_box__ref_exps_v1/_cases.md) | |
| | lvis | boxes | 99,388 | 1,270,141 | [10 annotated examples](datasets/lvis/views/ingested_lvis__native_box_v1/_cases.md) | |
| | pascal_voc | boxes | 8,218 | 23,618 | [10 annotated examples](datasets/pascal_voc/views/ingested_pascal_voc__native_box_v1/_cases.md) | |
| | roboflow100 | boxes | 153,963 | 975,375 | [10 annotated examples](datasets/roboflow100/views/ingested_roboflow100__native_box_v1/_cases.md) | |
|
|
| ## Annotation and image origins |
|
|
| | Source | Upstream annotations | Image origin / reuse | Coverage | |
| |---|---|---|---| |
| | blip3_grounding | [Salesforce BLIP-3 grounding](https://huggingface.co/datasets/Salesforce/blip3-grounding-50m) | Web URLs; released example data_type=detection_datacomp. Full underlying mixture not independently verified. | 7,319 recovered media rows from a 10,000-row recovery attempt; NOT full 50M release | |
| | grand | [MBZUAI GranD / GLaMM](https://huggingface.co/datasets/MBZUAI/GranD) | SA-1B images; GranD adds grounded annotations. Images shared with sa1b_boxes. | grand_rich_v2: five task-separated views; dense/short captions optional and excluded from default. Shared SA-1B images; counts overlap. | |
| | grit | [Microsoft Kosmos-2 GRIT (not AllenAI GRIT benchmark)](https://huggingface.co/datasets/zzliang/GRIT) | COYO-700M / LAION-2B web image-text pairs; local source filenames coyo_*.parquet. | 6,010 recovered images from a 10,000-row recovery attempt; two alternate text views sharing images and boxes. NOT 20.5M complete release. | |
| | lvis | [LVIS v1](https://github.com/lvis-dataset/lvis-api) | COCO images, additional long-tail LVIS labels; same image substrate as COCO/Osprey/other COCO-derived sources. | 99,388 exported LVIS train rows; native boxes only, not polygons. | |
| | pascal_voc | [PASCAL VOC; HuggingFaceM4 mirror](http://host.robots.ox.ac.uk/pascal/VOC/) | VOC images; reused by Pascal Part family. First export provenance is VOC2007 XML. | 8,218 selected official-train records; not test/validation or complete upstream dataset. | |
| | roboflow100 | [Roboflow-100; Myszz mirror](https://github.com/roboflow/roboflow-100-benchmark) | 100 community datasets across domains. Per-record source_annotation.dataset retains sub-dataset; no claim of globally unique images. | 153,963 train_cleaned mirror records; fixed image mapping bundle. Not newer RF100-VL. | |
|
|
| ## What is not claimed |
|
|
| No guarantee of cross-dataset benchmark disjointness, global image uniqueness, semantic annotation correctness, or redistribution/license clearance. Shared box/point views are alternate tasks, not distinct images. Source-specific caveats remain applicable. |
|
|
| The package preserves upstream query text; metadata cleanup does not alter images or embedded image metadata. |
|
|
| ## Image packaging — GranD annotations only |
|
|
| GranD includes all five annotation views, indexes, and small illustrated previews, |
| but **does not include the bulk SA-1B image archives**. All other sources include |
| their image archives. This release is therefore not fully self-contained. |
|
|
| - Use `manifests/metadataset_bundled_images.yaml` to load only sources whose images |
| are included (BLIP-3 recovered subset, GRIT recovered subset, LVIS, VOC, Roboflow). |
| - Root `metadataset.yaml` includes GranD detection/referring/affordance and requires |
| external SA-1B media. GranD dense/short captions remain optional. |
| - `manifests/grand_external_media.json` lists every omitted prepared shard and size. |
| Existing GranD media indexes and configs are retained. They work with the exact |
| prepared shards in that manifest, **not arbitrary original SA-1B TARs**. |
| - If supplying the exact prepared pools, place or symlink them at the manifest's |
| relative paths under the downloaded release. Our existing local training package |
| already has these files; no changes are required there. |
| - If supplying original/differently packed SA-1B archives, rebuild Energon media |
| indexes for those archives and update each GranD view's `aux` pool paths while |
| preserving annotation image member names. That reconstruction is not automated |
| by this release; renaming archives will not fix byte offsets. |
|
|
| The record counts are task-view records, not globally unique images. Small preview |
| images are intentionally included even for GranD. Cross-dataset leakage and image |
| redistribution rights have not been globally verified. |
|
|
