vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05: test mIoU 0.6638

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eda056ec2e290016294df3c34c48a15288d7a3c4fc1916cedfe94fa9df8726dc
+size 2216047

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05/history.json

@@ -0,0 +1,1078 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05",
+  "epoch": [
+    1,
+    2,
+    3,
+    4,
+    5,
+    6,
+    7,
+    8,
+    9,
+    10,
+    11,
+    12,
+    13,
+    14,
+    15,
+    16,
+    17,
+    18,
+    19,
+    20,
+    21,
+    22,
+    23,
+    24,
+    25,
+    26,
+    27,
+    28,
+    29,
+    30,
+    31,
+    32,
+    33,
+    34,
+    35,
+    36,
+    37,
+    38,
+    39,
+    40,
+    41,
+    42,
+    43,
+    44,
+    45,
+    46,
+    47,
+    48,
+    49,
+    50
+  ],
+  "train_loss": [
+    0.28603285318240523,
+    0.2831424337346107,
+    0.2814402075018734,
+    0.26945555047132075,
+    0.2728622911963612,
+    0.25087619572877884,
+    0.2518887044861913,
+    0.24792650435119867,
+    0.2405721233226359,
+    0.2400287704076618,
+    0.2323185137938708,
+    0.23350936779752374,
+    0.22482274076901376,
+    0.22746716369874775,
+    0.2260658263694495,
+    0.22581409150734544,
+    0.21570289181545377,
+    0.21700513712130487,
+    0.21278368984349072,
+    0.21321714599616826,
+    0.2183229757938534,
+    0.2091308766975999,
+    0.20736172189936042,
+    0.20370626472868025,
+    0.21022365987300873,
+    0.20743972714990377,
+    0.20534615474753082,
+    0.20461851474829018,
+    0.19789124792441726,
+    0.2016485402127728,
+    0.1998664541170001,
+    0.19780826312489808,
+    0.19041651324369013,
+    0.19149751588702202,
+    0.19072976254392415,
+    0.19758606632240117,
+    0.18676363746635616,
+    0.18982272339053452,
+    0.19020492886193097,
+    0.18969481624662876,
+    0.18085116555448622,
+    0.18374485988169909,
+    0.18956016679294407,
+    0.18590392544865608,
+    0.17833905469160527,
+    0.17558433255180717,
+    0.1839332366362214,
+    0.1728326944867149,
+    0.1783709703013301,
+    0.17340530769433826
+  ],
+  "val": [
+    {
+      "OA": 0.7671549315951579,
+      "mIoU": 0.6148957549859935,
+      "macroF1": 0.7601809927836716,
+      "F1_coffee": 0.8010769960377561,
+      "IoU_coffee": 0.6681638382033942,
+      "precision_coffee": 0.8522231625545212,
+      "recall_coffee": 0.7557223264540338,
+      "F1_noncoffee": 0.719284989529587,
+      "IoU_noncoffee": 0.5616276717685929,
+      "kappa": 0.5227875449201305,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7482272043549889,
+      "mIoU": 0.5935386042241737,
+      "macroF1": 0.7440881735809022,
+      "F1_coffee": 0.7766339402027135,
+      "IoU_coffee": 0.6348336493260266,
+      "precision_coffee": 0.8636797286314971,
+      "recall_coffee": 0.7055274931447539,
+      "F1_noncoffee": 0.7115424069590908,
+      "IoU_noncoffee": 0.5522435591223209,
+      "kappa": 0.4948033224570866,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7493553470381777,
+      "mIoU": 0.5946404954108377,
+      "macroF1": 0.7448915126993196,
+      "F1_coffee": 0.7786370609353007,
+      "IoU_coffee": 0.6375148909721863,
+      "precision_coffee": 0.8611558105366264,
+      "recall_coffee": 0.7105498628950787,
+      "F1_noncoffee": 0.7111459644633387,
+      "IoU_noncoffee": 0.5517660998494892,
+      "kappa": 0.49582386928626804,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7246973712484779,
+      "mIoU": 0.5657920385082149,
+      "macroF1": 0.7221337116368782,
+      "F1_coffee": 0.7488236831786694,
+      "IoU_coffee": 0.5984957300671176,
+      "precision_coffee": 0.8627414072205699,
+      "recall_coffee": 0.6614807331505268,
+      "F1_noncoffee": 0.6954437400950871,
+      "IoU_noncoffee": 0.5330883469493121,
+      "kappa": 0.45577252907652743,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7054473175273978,
+      "mIoU": 0.5440050852163467,
+      "macroF1": 0.7044369871306643,
+      "F1_coffee": 0.721717504948485,
+      "IoU_coffee": 0.5645993806082744,
+      "precision_coffee": 0.8718933943754088,
+      "recall_coffee": 0.6156732573242892,
+      "F1_noncoffee": 0.6871564693128436,
+      "IoU_noncoffee": 0.5234107898244191,
+      "kappa": 0.427952594398625,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7240348112599384,
+      "mIoU": 0.564223058900778,
+      "macroF1": 0.7206767973175159,
+      "F1_coffee": 0.7513031129472139,
+      "IoU_coffee": 0.6016697252449017,
+      "precision_coffee": 0.8519874094136594,
+      "recall_coffee": 0.6719007071727522,
+      "F1_noncoffee": 0.690050481687818,
+      "IoU_noncoffee": 0.5267763925566542,
+      "kappa": 0.45091057777440946,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7047131294319892,
+      "mIoU": 0.5425171321723308,
+      "macroF1": 0.7030333462480702,
+      "F1_coffee": 0.7253680634201586,
+      "IoU_coffee": 0.5690804087072412,
+      "precision_coffee": 0.8573959604708847,
+      "recall_coffee": 0.6285755520277096,
+      "F1_noncoffee": 0.6806986290759818,
+      "IoU_noncoffee": 0.5159538556374204,
+      "kappa": 0.42200143499082904,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7165138600386792,
+      "mIoU": 0.5555613787203748,
+      "macroF1": 0.7136538845963274,
+      "F1_coffee": 0.7422710622710623,
+      "IoU_coffee": 0.5901677539608574,
+      "precision_coffee": 0.8512696041822255,
+      "recall_coffee": 0.6580170298744408,
+      "F1_noncoffee": 0.6850367069215925,
+      "IoU_noncoffee": 0.5209550034798923,
+      "kappa": 0.43855666293986895,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6950612420313731,
+      "mIoU": 0.53159945740839,
+      "macroF1": 0.6939044598991113,
+      "F1_coffee": 0.7127216289623294,
+      "IoU_coffee": 0.5536655046785312,
+      "precision_coffee": 0.8575836310490419,
+      "recall_coffee": 0.6097272333670082,
+      "F1_noncoffee": 0.6750872908358933,
+      "IoU_noncoffee": 0.5095334101382488,
+      "kappa": 0.4069476363899767,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6756321180431201,
+      "mIoU": 0.509312217367975,
+      "macroF1": 0.6746526918758078,
+      "F1_coffee": 0.6925035648808311,
+      "IoU_coffee": 0.5296408818259718,
+      "precision_coffee": 0.8406627375015455,
+      "recall_coffee": 0.5887429643527204,
+      "F1_noncoffee": 0.6568018188707844,
+      "IoU_noncoffee": 0.4889835529099783,
+      "kappa": 0.3711073131812432,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7116968698517299,
+      "mIoU": 0.5480951262516789,
+      "macroF1": 0.7070329506517146,
+      "F1_coffee": 0.7439974558753379,
+      "IoU_coffee": 0.592353462463603,
+      "precision_coffee": 0.8282881926004603,
+      "recall_coffee": 0.6752778178669361,
+      "F1_noncoffee": 0.6700684454280913,
+      "IoU_noncoffee": 0.5038367900397547,
+      "kappa": 0.4217832302767031,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6984993911610916,
+      "mIoU": 0.5332305914256211,
+      "macroF1": 0.6946687377093279,
+      "F1_coffee": 0.7288684197813169,
+      "IoU_coffee": 0.5734012364447147,
+      "precision_coffee": 0.8243243243243243,
+      "recall_coffee": 0.6532255736758551,
+      "F1_noncoffee": 0.6604690556373389,
+      "IoU_noncoffee": 0.49305994640652756,
+      "kappa": 0.399422516375798,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7038535921495594,
+      "mIoU": 0.5393847599260295,
+      "macroF1": 0.6998570334379886,
+      "F1_coffee": 0.7344913948111996,
+      "IoU_coffee": 0.580392256362114,
+      "precision_coffee": 0.82751510328112,
+      "recall_coffee": 0.6602684370038967,
+      "F1_noncoffee": 0.6652226720647774,
+      "IoU_noncoffee": 0.4983772634899451,
+      "kappa": 0.4091287506258638,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6825084163025571,
+      "mIoU": 0.5163016006702194,
+      "macroF1": 0.6805196668300991,
+      "F1_coffee": 0.7057261410788381,
+      "IoU_coffee": 0.5452680174403693,
+      "precision_coffee": 0.8303065807459481,
+      "recall_coffee": 0.6136527637465724,
+      "F1_noncoffee": 0.6553131925813601,
+      "IoU_noncoffee": 0.4873351839000694,
+      "kappa": 0.37745529347383316,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6822756249552324,
+      "mIoU": 0.5160496303765114,
+      "macroF1": 0.6803044610651241,
+      "F1_coffee": 0.705407693968022,
+      "IoU_coffee": 0.5448879084799672,
+      "precision_coffee": 0.8303236397748592,
+      "recall_coffee": 0.6131620724491269,
+      "F1_noncoffee": 0.6552012281622263,
+      "IoU_noncoffee": 0.4872113522730557,
+      "kappa": 0.3771094192837999,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7046415013251199,
+      "mIoU": 0.5390348054821859,
+      "macroF1": 0.6992338638225786,
+      "F1_coffee": 0.7395629381671193,
+      "IoU_coffee": 0.586751183824819,
+      "precision_coffee": 0.816362812423746,
+      "recall_coffee": 0.6759705585221533,
+      "F1_noncoffee": 0.6589047894780379,
+      "IoU_noncoffee": 0.4913184271395528,
+      "kappa": 0.4053602998843933,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6759723515507485,
+      "mIoU": 0.5093037253873345,
+      "macroF1": 0.6745319853756226,
+      "F1_coffee": 0.6961836162460753,
+      "IoU_coffee": 0.5339583279676514,
+      "precision_coffee": 0.8321425704423215,
+      "recall_coffee": 0.5984124693317939,
+      "F1_noncoffee": 0.6528803545051699,
+      "IoU_noncoffee": 0.48464912280701755,
+      "kappa": 0.368329405508559,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6807535276842633,
+      "mIoU": 0.5139276908574757,
+      "macroF1": 0.6783473462947764,
+      "F1_coffee": 0.7061673863598905,
+      "IoU_coffee": 0.5457950115920613,
+      "precision_coffee": 0.8230435283722002,
+      "recall_coffee": 0.6183576273632558,
+      "F1_noncoffee": 0.6505273062296625,
+      "IoU_noncoffee": 0.4820603701228901,
+      "kappa": 0.37176226862386463,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6630255712341523,
+      "mIoU": 0.495233118810263,
+      "macroF1": 0.6622099998752822,
+      "F1_coffee": 0.6788079470198676,
+      "IoU_coffee": 0.5137844611528822,
+      "precision_coffee": 0.8305141377438082,
+      "recall_coffee": 0.5739644970414202,
+      "F1_noncoffee": 0.6456120527306968,
+      "IoU_noncoffee": 0.4766817764676437,
+      "kappa": 0.34840844740247734,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.684710980588783,
+      "mIoU": 0.5168281919750826,
+      "macroF1": 0.6804198717552384,
+      "F1_coffee": 0.7174516569044371,
+      "IoU_coffee": 0.5593954105252621,
+      "precision_coffee": 0.8078785688471268,
+      "recall_coffee": 0.6452301919468899,
+      "F1_noncoffee": 0.6433880866060397,
+      "IoU_noncoffee": 0.474260973424903,
+      "kappa": 0.3707892703473098,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6800730606690065,
+      "mIoU": 0.5133795353968077,
+      "macroF1": 0.6779331408157045,
+      "F1_coffee": 0.7041857076627591,
+      "IoU_coffee": 0.5434310393294319,
+      "precision_coffee": 0.825793173080657,
+      "recall_coffee": 0.6137970847164093,
+      "F1_noncoffee": 0.6516805739686501,
+      "IoU_noncoffee": 0.48332803146418346,
+      "kappa": 0.37190471605223985,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6577609053792708,
+      "mIoU": 0.48917375137233116,
+      "macroF1": 0.6567030158001619,
+      "F1_coffee": 0.6757600434310532,
+      "IoU_coffee": 0.5103002972225069,
+      "precision_coffee": 0.8196222066751718,
+      "recall_coffee": 0.574859287054409,
+      "F1_noncoffee": 0.6376459881692704,
+      "IoU_noncoffee": 0.4680472055221554,
+      "kappa": 0.33625840521326383,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.669185588424898,
+      "mIoU": 0.5014106365499846,
+      "macroF1": 0.6674983739437551,
+      "F1_coffee": 0.6911838454080439,
+      "IoU_coffee": 0.528098498007561,
+      "precision_coffee": 0.8211462843071057,
+      "recall_coffee": 0.5967383460816856,
+      "F1_noncoffee": 0.6438129024794663,
+      "IoU_noncoffee": 0.4747227750924083,
+      "kappa": 0.3536702995532528,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6548957811045054,
+      "mIoU": 0.48625813730304,
+      "macroF1": 0.65414608309518,
+      "F1_coffee": 0.6702484429539388,
+      "IoU_coffee": 0.5040403520510577,
+      "precision_coffee": 0.8229757552838355,
+      "recall_coffee": 0.5653341030451725,
+      "F1_noncoffee": 0.638043723236421,
+      "IoU_noncoffee": 0.46847592255502235,
+      "kappa": 0.3334884377848341,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6542511281426832,
+      "mIoU": 0.48564638294318707,
+      "macroF1": 0.6536230413542065,
+      "F1_coffee": 0.6683727800487788,
+      "IoU_coffee": 0.501921836708371,
+      "precision_coffee": 0.8252534249480425,
+      "recall_coffee": 0.56161062202338,
+      "F1_noncoffee": 0.6388733026596342,
+      "IoU_noncoffee": 0.46937092917800316,
+      "kappa": 0.3334755559148697,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6593367237303918,
+      "mIoU": 0.4907436790973094,
+      "macroF1": 0.6580632443364158,
+      "F1_coffee": 0.6789306690069533,
+      "IoU_coffee": 0.5139250855945628,
+      "precision_coffee": 0.8174096801723086,
+      "recall_coffee": 0.580574397459951,
+      "F1_noncoffee": 0.6371958196658783,
+      "IoU_noncoffee": 0.46756227260005595,
+      "kappa": 0.33760857777356573,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6359680538643364,
+      "mIoU": 0.4660141862427647,
+      "macroF1": 0.6356797286191516,
+      "F1_coffee": 0.6459287642602107,
+      "IoU_coffee": 0.4770271660835563,
+      "precision_coffee": 0.8143610013175231,
+      "recall_coffee": 0.5352287487371915,
+      "F1_noncoffee": 0.6254306929780923,
+      "IoU_noncoffee": 0.4550012064019731,
+      "kappa": 0.30290583409550437,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6526215887114104,
+      "mIoU": 0.4838349034143037,
+      "macroF1": 0.6519739507237599,
+      "F1_coffee": 0.6669871079601051,
+      "IoU_coffee": 0.5003605831144079,
+      "precision_coffee": 0.8228990172822772,
+      "recall_coffee": 0.5607446962043585,
+      "F1_noncoffee": 0.6369607934874146,
+      "IoU_noncoffee": 0.4673092237141994,
+      "kappa": 0.3301615834503473,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6685767495165102,
+      "mIoU": 0.5006245424682375,
+      "macroF1": 0.666770002839836,
+      "F1_coffee": 0.6913069584361865,
+      "IoU_coffee": 0.528242251223491,
+      "precision_coffee": 0.81877444589309,
+      "recall_coffee": 0.5981815557800548,
+      "F1_noncoffee": 0.6422330472434856,
+      "IoU_noncoffee": 0.4730068337129841,
+      "kappa": 0.35174903703887267,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6252596518874006,
+      "mIoU": 0.45481287544321763,
+      "macroF1": 0.6252501633110785,
+      "F1_coffee": 0.6233644691611324,
+      "IoU_coffee": 0.45281736174663356,
+      "precision_coffee": 0.8278994167702457,
+      "recall_coffee": 0.4998701111271468,
+      "F1_noncoffee": 0.6271358574610245,
+      "IoU_noncoffee": 0.4568083891398017,
+      "kappa": 0.29320753071390127,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6371320106009598,
+      "mIoU": 0.46733430208185445,
+      "macroF1": 0.6369303836196558,
+      "F1_coffee": 0.6454863540937719,
+      "IoU_coffee": 0.4765447406488944,
+      "precision_coffee": 0.8193648678658672,
+      "recall_coffee": 0.5324866503102901,
+      "F1_noncoffee": 0.6283744131455399,
+      "IoU_noncoffee": 0.45812386351481443,
+      "kappa": 0.3065946124578379,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6439904018336795,
+      "mIoU": 0.47447907787417165,
+      "macroF1": 0.6434455476393115,
+      "F1_coffee": 0.65738363175763,
+      "IoU_coffee": 0.48962879293525696,
+      "precision_coffee": 0.8157129415789924,
+      "recall_coffee": 0.5505267715399047,
+      "F1_noncoffee": 0.6295074635209928,
+      "IoU_noncoffee": 0.4593293628130864,
+      "kappa": 0.31480579556862714,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6458348255855598,
+      "mIoU": 0.4764645315841947,
+      "macroF1": 0.6452630513186579,
+      "F1_coffee": 0.659504872086217,
+      "IoU_coffee": 0.4919860269187301,
+      "precision_coffee": 0.8171153107802568,
+      "recall_coffee": 0.5528647712512628,
+      "F1_noncoffee": 0.6310212305510988,
+      "IoU_noncoffee": 0.4609430362496593,
+      "kappa": 0.318021768882453,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6355024711696869,
+      "mIoU": 0.4656753119409609,
+      "macroF1": 0.6354189965561687,
+      "F1_coffee": 0.6409356312512128,
+      "IoU_coffee": 0.47160064378796535,
+      "precision_coffee": 0.824124478316095,
+      "recall_coffee": 0.5243758118054553,
+      "F1_noncoffee": 0.6299023618611247,
+      "IoU_noncoffee": 0.4597499800939565,
+      "kappa": 0.3061731896648857,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6495773941694721,
+      "mIoU": 0.4801113712522952,
+      "macroF1": 0.6484595853158607,
+      "F1_coffee": 0.6682826776058176,
+      "IoU_coffee": 0.5018202184262112,
+      "precision_coffee": 0.809594217184163,
+      "recall_coffee": 0.5689709914850628,
+      "F1_noncoffee": 0.6286364930259037,
+      "IoU_noncoffee": 0.4584025240783793,
+      "kappa": 0.32010865268738,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6523171692572165,
+      "mIoU": 0.48352599200628077,
+      "macroF1": 0.6517014328459321,
+      "F1_coffee": 0.6663458894693428,
+      "IoU_coffee": 0.4996392124523245,
+      "precision_coffee": 0.8233745275406633,
+      "recall_coffee": 0.5596189926396306,
+      "F1_noncoffee": 0.6370569762225213,
+      "IoU_noncoffee": 0.467412771560237,
+      "kappa": 0.3299144158376753,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6588711410357424,
+      "mIoU": 0.4905821459264687,
+      "macroF1": 0.6580273181675973,
+      "F1_coffee": 0.6750145006653246,
+      "IoU_coffee": 0.5094504815367976,
+      "precision_coffee": 0.8252617528052393,
+      "recall_coffee": 0.5710492134507144,
+      "F1_noncoffee": 0.64104013566987,
+      "IoU_noncoffee": 0.4717138103161398,
+      "kappa": 0.3402101983977019,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6393166678604685,
+      "mIoU": 0.46951943166378596,
+      "macroF1": 0.6389004213450719,
+      "F1_coffee": 0.6511603740907517,
+      "IoU_coffee": 0.48275596415089495,
+      "precision_coffee": 0.8139857111928989,
+      "recall_coffee": 0.5426179823928416,
+      "F1_noncoffee": 0.626640468599392,
+      "IoU_noncoffee": 0.456282899176677,
+      "kappa": 0.3074598621614609,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6671441873791276,
+      "mIoU": 0.49848115307033886,
+      "macroF1": 0.6647019602365574,
+      "F1_coffee": 0.6933179343342682,
+      "IoU_coffee": 0.5305942069244173,
+      "precision_coffee": 0.8092046986327749,
+      "recall_coffee": 0.606465579448694,
+      "F1_noncoffee": 0.6360859861388465,
+      "IoU_noncoffee": 0.46636809921626043,
+      "kappa": 0.34533626060542943,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6457631974786906,
+      "mIoU": 0.4764708557577957,
+      "macroF1": 0.6452963322555885,
+      "F1_coffee": 0.6581648522550544,
+      "IoU_coffee": 0.4904960593416783,
+      "precision_coffee": 0.8199784714747039,
+      "recall_coffee": 0.5496897099148507,
+      "F1_noncoffee": 0.6324278122561224,
+      "IoU_noncoffee": 0.46244565217391304,
+      "kappa": 0.3191049069710488,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6330133944559845,
+      "mIoU": 0.46285010389742975,
+      "macroF1": 0.6327297226458526,
+      "F1_coffee": 0.6429367900202104,
+      "IoU_coffee": 0.4737707022724355,
+      "precision_coffee": 0.8109973187991737,
+      "recall_coffee": 0.5325732428921922,
+      "F1_noncoffee": 0.6225226552714949,
+      "IoU_noncoffee": 0.451929505522424,
+      "kappa": 0.2973581054494443,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6315450182651673,
+      "mIoU": 0.4612974351297595,
+      "macroF1": 0.6312825279903821,
+      "F1_coffee": 0.6411204520877665,
+      "IoU_coffee": 0.4718007957900141,
+      "precision_coffee": 0.8100401075410992,
+      "recall_coffee": 0.5304950209265407,
+      "F1_noncoffee": 0.6214446038929977,
+      "IoU_noncoffee": 0.45079407446950487,
+      "kappa": 0.2949075940364381,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6182400974142254,
+      "mIoU": 0.44738591781948617,
+      "macroF1": 0.6181826482430794,
+      "F1_coffee": 0.6228661395036176,
+      "IoU_coffee": 0.4522916452574247,
+      "precision_coffee": 0.8044690184609761,
+      "recall_coffee": 0.5081541347957859,
+      "F1_noncoffee": 0.6134991569825414,
+      "IoU_noncoffee": 0.4424801903815476,
+      "kappa": 0.2742669893713112,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6252059308072487,
+      "mIoU": 0.45472754098202406,
+      "macroF1": 0.625159428518997,
+      "F1_coffee": 0.6293344667587575,
+      "IoU_coffee": 0.45914517546126415,
+      "precision_coffee": 0.8142614912240502,
+      "recall_coffee": 0.5128589984124693,
+      "F1_noncoffee": 0.6209843902792366,
+      "IoU_noncoffee": 0.4503099065027839,
+      "kappa": 0.2878768985714726,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6281068691354488,
+      "mIoU": 0.4574668023130926,
+      "macroF1": 0.6276254155651231,
+      "F1_coffee": 0.6410150038028072,
+      "IoU_coffee": 0.47168659374205035,
+      "precision_coffee": 0.7989830654543888,
+      "recall_coffee": 0.5351998845432241,
+      "F1_noncoffee": 0.6142358273274389,
+      "IoU_noncoffee": 0.4432470108841349,
+      "kappa": 0.2852734741877534,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6360754960246401,
+      "mIoU": 0.46588449950109256,
+      "macroF1": 0.6354758296376729,
+      "F1_coffee": 0.6502607169285308,
+      "IoU_coffee": 0.48176764585883314,
+      "precision_coffee": 0.8051909307875895,
+      "recall_coffee": 0.5453312166257758,
+      "F1_noncoffee": 0.620690942346815,
+      "IoU_noncoffee": 0.450001353143352,
+      "kappa": 0.29909542358990293,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.634177351192608,
+      "mIoU": 0.46347504390068284,
+      "macroF1": 0.6331007756366415,
+      "F1_coffee": 0.6529752501316483,
+      "IoU_coffee": 0.4847537138389367,
+      "precision_coffee": 0.7934280052840158,
+      "recall_coffee": 0.5547698080531102,
+      "F1_noncoffee": 0.6132263011416347,
+      "IoU_noncoffee": 0.442196373962429,
+      "kappa": 0.29096491762934545,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6343743284864981,
+      "mIoU": 0.4640486000205118,
+      "macroF1": 0.6337606167067846,
+      "F1_coffee": 0.6487527954584552,
+      "IoU_coffee": 0.4801140703773489,
+      "precision_coffee": 0.8028954651905471,
+      "recall_coffee": 0.5442632414489825,
+      "F1_noncoffee": 0.618768437955114,
+      "IoU_noncoffee": 0.4479831296636747,
+      "kappa": 0.29569622103731374,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.617398467158513,
+      "mIoU": 0.44653199719915815,
+      "macroF1": 0.6173768241905776,
+      "F1_coffee": 0.6202545144319636,
+      "IoU_coffee": 0.449542702563442,
+      "precision_coffee": 0.8071141125861511,
+      "recall_coffee": 0.503651320536874,
+      "F1_noncoffee": 0.6144991339491916,
+      "IoU_noncoffee": 0.4435212918348743,
+      "kappa": 0.27424342320712236,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6218215027576821,
+      "mIoU": 0.4511788905449513,
+      "macroF1": 0.6218058730577372,
+      "F1_coffee": 0.6242371403661726,
+      "IoU_coffee": 0.45373891001267425,
+      "precision_coffee": 0.8137118471101216,
+      "recall_coffee": 0.5063356905758407,
+      "F1_noncoffee": 0.6193746057493016,
+      "IoU_noncoffee": 0.44861887107722836,
+      "kappa": 0.2829911925545062,
+      "n_pixels": 55844
+    }
+  ],
+  "epoch_min": [
+    0.050560144583384196,
+    0.05053341786066691,
+    0.050388399759928384,
+    0.05046520630518595,
+    0.05021094083786011,
+    0.050499904155731204,
+    0.050348734855651854,
+    0.050219015280405684,
+    0.05029828548431396,
+    0.05043391386667887,
+    0.05022296110788981,
+    0.05035507281621297,
+    0.050412182013193765,
+    0.0503324031829834,
+    0.05014100472132365,
+    0.05035149653752645,
+    0.08551101287206014,
+    0.05048238436381022,
+    0.050478462378184,
+    0.05046074390411377,
+    0.0502473513285319,
+    0.05035229126612346,
+    0.050299421946207686,
+    0.050294717152913414,
+    0.050489970048268634,
+    0.05059701204299927,
+    0.05031240383783976,
+    0.050400690237681074,
+    0.05032241741816203,
+    0.05046860376993815,
+    0.05034329493840536,
+    0.05033106803894043,
+    0.0504635492960612,
+    0.05022342205047607,
+    0.05045995314915975,
+    0.05044992367426555,
+    0.05020854870478312,
+    0.09278254508972168,
+    0.050383965174357094,
+    0.050389544169108076,
+    0.05045404434204102,
+    0.05036930243174235,
+    0.05030805667241414,
+    0.05039861599604289,
+    0.050387314955393475,
+    0.05035333633422852,
+    0.050569578011830645,
+    0.05043571392695109,
+    0.05024474064509074,
+    0.050516764322916664
+  ],
+  "epoch0_val": {
+    "OA": 0.7580044409426259,
+    "mIoU": 0.6054718484301811,
+    "macroF1": 0.753336772727069,
+    "F1_coffee": 0.7872682051443504,
+    "IoU_coffee": 0.6491692627206646,
+    "precision_coffee": 0.8658287455420519,
+    "recall_coffee": 0.7217780343483908,
+    "F1_noncoffee": 0.7194053403097878,
+    "IoU_noncoffee": 0.5617744341396977,
+    "kappa": 0.5119730555175165,
+    "n_pixels": 55844
+  },
+  "lr_body": [
+    2.5e-05,
+    5e-05,
+    7.500000000000001e-05,
+    0.0001,
+    9.9974040667753e-05,
+    9.989618989876674e-05,
+    9.976652934774739e-05,
+    9.958519501070805e-05,
+    9.935237708232758e-05,
+    9.906831975646284e-05,
+    9.873332097002285e-05,
+    9.834773209047426e-05,
+    9.791195754730537e-05,
+    9.742645440783539e-05,
+    9.689173189781402e-05,
+    9.630835086731387e-05,
+    9.567692320247624e-05,
+    9.499811118372708e-05,
+    9.427262679113617e-05,
+    9.350123095764848e-05,
+    9.268473277097048e-05,
+    9.182398862494892e-05,
+    9.091990132133194e-05,
+    8.997341912285467e-05,
+    8.898553475864266e-05,
+    8.79572843829759e-05,
+    8.688974648850643e-05,
+    8.578404077506806e-05,
+    8.464132697526618e-05,
+    8.346280363807822e-05,
+    8.224970687174143e-05,
+    8.100330904724591e-05,
+    7.972491746379318e-05,
+    7.841587297761988e-05,
+    7.70775485956247e-05,
+    7.571134803527377e-05,
+    7.431870425229486e-05,
+    7.290107793770468e-05,
+    7.145995598574579e-05,
+    6.999684993433972e-05,
+    6.851329437969265e-05,
+    6.701084536671562e-05,
+    6.549107875694857e-05,
+    6.395558857569898e-05,
+    6.240598534012955e-05,
+    6.084389437004813e-05,
+    5.927095408317154e-05,
+    5.768881427665178e-05,
+    5.6099134396666586e-05,
+    5.450358179788951e-05
+  ],
+  "lr_groups": [
+    [
+      2.5e-05,
+      2.5e-05
+    ],
+    [
+      5e-05,
+      5e-05
+    ],
+    [
+      7.500000000000001e-05,
+      7.500000000000001e-05
+    ],
+    [
+      0.0001,
+      0.0001
+    ],
+    [
+      9.9974040667753e-05,
+      9.9974040667753e-05
+    ],
+    [
+      9.989618989876674e-05,
+      9.989618989876674e-05
+    ],
+    [
+      9.976652934774739e-05,
+      9.976652934774739e-05
+    ],
+    [
+      9.958519501070805e-05,
+      9.958519501070805e-05
+    ],
+    [
+      9.935237708232758e-05,
+      9.935237708232758e-05
+    ],
+    [
+      9.906831975646284e-05,
+      9.906831975646284e-05
+    ],
+    [
+      9.873332097002285e-05,
+      9.873332097002285e-05
+    ],
+    [
+      9.834773209047426e-05,
+      9.834773209047426e-05
+    ],
+    [
+      9.791195754730537e-05,
+      9.791195754730537e-05
+    ],
+    [
+      9.742645440783539e-05,
+      9.742645440783539e-05
+    ],
+    [
+      9.689173189781402e-05,
+      9.689173189781402e-05
+    ],
+    [
+      9.630835086731387e-05,
+      9.630835086731387e-05
+    ],
+    [
+      9.567692320247624e-05,
+      9.567692320247624e-05
+    ],
+    [
+      9.499811118372708e-05,
+      9.499811118372708e-05
+    ],
+    [
+      9.427262679113617e-05,
+      9.427262679113617e-05
+    ],
+    [
+      9.350123095764848e-05,
+      9.350123095764848e-05
+    ],
+    [
+      9.268473277097048e-05,
+      9.268473277097048e-05
+    ],
+    [
+      9.182398862494892e-05,
+      9.182398862494892e-05
+    ],
+    [
+      9.091990132133194e-05,
+      9.091990132133194e-05
+    ],
+    [
+      8.997341912285467e-05,
+      8.997341912285467e-05
+    ],
+    [
+      8.898553475864266e-05,
+      8.898553475864266e-05
+    ],
+    [
+      8.79572843829759e-05,
+      8.79572843829759e-05
+    ],
+    [
+      8.688974648850643e-05,
+      8.688974648850643e-05
+    ],
+    [
+      8.578404077506806e-05,
+      8.578404077506806e-05
+    ],
+    [
+      8.464132697526618e-05,
+      8.464132697526618e-05
+    ],
+    [
+      8.346280363807822e-05,
+      8.346280363807822e-05
+    ],
+    [
+      8.224970687174143e-05,
+      8.224970687174143e-05
+    ],
+    [
+      8.100330904724591e-05,
+      8.100330904724591e-05
+    ],
+    [
+      7.972491746379318e-05,
+      7.972491746379318e-05
+    ],
+    [
+      7.841587297761988e-05,
+      7.841587297761988e-05
+    ],
+    [
+      7.70775485956247e-05,
+      7.70775485956247e-05
+    ],
+    [
+      7.571134803527377e-05,
+      7.571134803527377e-05
+    ],
+    [
+      7.431870425229486e-05,
+      7.431870425229486e-05
+    ],
+    [
+      7.290107793770468e-05,
+      7.290107793770468e-05
+    ],
+    [
+      7.145995598574579e-05,
+      7.145995598574579e-05
+    ],
+    [
+      6.999684993433972e-05,
+      6.999684993433972e-05
+    ],
+    [
+      6.851329437969265e-05,
+      6.851329437969265e-05
+    ],
+    [
+      6.701084536671562e-05,
+      6.701084536671562e-05
+    ],
+    [
+      6.549107875694857e-05,
+      6.549107875694857e-05
+    ],
+    [
+      6.395558857569898e-05,
+      6.395558857569898e-05
+    ],
+    [
+      6.240598534012955e-05,
+      6.240598534012955e-05
+    ],
+    [
+      6.084389437004813e-05,
+      6.084389437004813e-05
+    ],
+    [
+      5.927095408317154e-05,
+      5.927095408317154e-05
+    ],
+    [
+      5.768881427665178e-05,
+      5.768881427665178e-05
+    ],
+    [
+      5.6099134396666586e-05,
+      5.6099134396666586e-05
+    ],
+    [
+      5.450358179788951e-05,
+      5.450358179788951e-05
+    ]
+  ]
+}

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05/results.json

@@ -0,0 +1,476 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s2_r0.05",
+  "mode": "ssl_lpft",
+  "ssl_variant": "m75",
+  "lpft_variant": "",
+  "run_variant": "es50p30",
+  "preset": "M75_mask",
+  "early_stop": [
+    50,
+    30,
+    100
+  ],
+  "init_source": {
+    "ssl": "FRD-23/ViCoffee_Checkpoint",
+    "probe": "m\u00e1y (t\u1ef1 train ho\u1eb7c c\u00f3 s\u1eb5n)"
+  },
+  "hf_repo_write": "FRD-23/ViCoffee_Checkpoint",
+  "recipe": null,
+  "steps_per_epoch": 64,
+  "lpft": {
+    "lr_body": 0.0001,
+    "lr_head": 0.0001,
+    "layer_decay": 1.0,
+    "warmup": 3,
+    "freeze_bn": true,
+    "ema": 0.99,
+    "l2sp": 0.0,
+    "init_from": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s2_r0.05",
+    "val_epoch0": 0.6054718484301811
+  },
+  "experiment": "spatial",
+  "fold": 4,
+  "seed": 2,
+  "ratio": "0.05",
+  "train_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "test_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "subset_hash": "1e1a9c9a0209",
+  "n_blocks": 44,
+  "n_train_hard": 9559,
+  "n_train_soft": 828,
+  "best_epoch": 1,
+  "stopped_epoch": 50,
+  "best_val": 0.6148957549859935,
+  "config": {
+    "tag": "vc11_utae_cloudmask",
+    "utae": {
+      "encoder_widths": [
+        64,
+        64,
+        64,
+        128
+      ],
+      "decoder_widths": [
+        32,
+        32,
+        64,
+        128
+      ],
+      "out_conv": [
+        32,
+        2
+      ],
+      "str_conv_k": 4,
+      "str_conv_s": 2,
+      "str_conv_p": 1,
+      "agg_mode": "att_group",
+      "encoder_norm": "group",
+      "n_head": 16,
+      "d_model": 256,
+      "d_k": 4,
+      "pad_value": 0,
+      "padding_mode": "reflect"
+    },
+    "in_channels": 10,
+    "input": "cloud_masked_reflectance_10b",
+    "clear_scl": [
+      4,
+      5,
+      6,
+      7
+    ],
+    "norm": [
+      "median_iqr_clear",
+      10.0,
+      40
+    ],
+    "soft_frac": [
+      0.3,
+      0.7
+    ],
+    "crop": 64,
+    "crops_per_epoch": 256,
+    "bs": 4,
+    "lr": 0.001,
+    "epochs": 100,
+    "early_stop": [
+      30,
+      50
+    ],
+    "min_labeled": 32,
+    "experiment": "spatial",
+    "years": {
+      "train_years": [
+        "2023",
+        "2024",
+        "2025"
+      ],
+      "test_years": [
+        "2023",
+        "2024",
+        "2025"
+      ],
+      "label": "Ch\u1ed7 m\u1edbi (5 fold theo \u0111i\u1ec3m, \u0111\u1ee7 3 n\u0103m)"
+    },
+    "fold": 4,
+    "seed": 2,
+    "ratio": "0.05",
+    "subset_hash": "1e1a9c9a0209",
+    "mode": "ssl_lpft",
+    "ssl": {
+      "tag": "vc11_utae_cloudmask",
+      "kind": "ssl_temporal_masking",
+      "utae": {
+        "encoder_widths": [
+          64,
+          64,
+          64,
+          128
+        ],
+        "decoder_widths": [
+          32,
+          32,
+          64,
+          128
+        ],
+        "out_conv": [
+          32,
+          2
+        ],
+        "str_conv_k": 4,
+        "str_conv_s": 2,
+        "str_conv_p": 1,
+        "agg_mode": "att_group",
+        "encoder_norm": "group",
+        "n_head": 16,
+        "d_model": 256,
+        "d_k": 4,
+        "pad_value": 0,
+        "padding_mode": "reflect"
+      },
+      "in_channels": 10,
+      "norm": [
+        "median_iqr_clear",
+        10.0,
+        40
+      ],
+      "experiment": "spatial",
+      "years": [
+        "2023",
+        "2024",
+        "2025"
+      ],
+      "fold": 4,
+      "ssl": [
+        100,
+        64,
+        4,
+        0.001,
+        0.75,
+        4,
+        0.2,
+        12,
+        15,
+        20
+      ]
+    },
+    "ssl_ckpt": "ee26e466b1f6",
+    "lpft": [
+      0.0001,
+      0.0001,
+      3,
+      true,
+      0.99,
+      0.0
+    ],
+    "init": {
+      "from": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s2_r0.05",
+      "sha1": "75ce90473810"
+    }
+  },
+  "norm_stats": {
+    "median": [
+      0.04479999840259552,
+      0.07000000029802322,
+      0.05570000037550926,
+      0.11659999936819077,
+      0.259799987077713,
+      0.3174999952316284,
+      0.3237000107765198,
+      0.3537999987602234,
+      0.2597000002861023,
+      0.1386999934911728
+    ],
+    "scale": [
+      0.026094402378995653,
+      0.02498246812062161,
+      0.032840138168507456,
+      0.029430202392597922,
+      0.054708199754849286,
+      0.07301805956370677,
+      0.06908921211292446,
+      0.07324043923542993,
+      0.05374451769045073,
+      0.0440336220375949
+    ],
+    "n_labeled_site_px": 1200000,
+    "n_unlabeled_px": 200000
+  },
+  "test": {
+    "OA": 0.8367904368643455,
+    "mIoU": 0.6637969115691953,
+    "macroF1": 0.7897602485392983,
+    "F1_coffee": 0.8891967363323007,
+    "IoU_coffee": 0.8004988510713514,
+    "precision_coffee": 0.9172930638700094,
+    "recall_coffee": 0.8627704161551162,
+    "F1_noncoffee": 0.690323760746296,
+    "IoU_noncoffee": 0.5270949720670391,
+    "kappa": 0.5806201251359693,
+    "n_pixels": 62239
+  },
+  "confusion": [
+    [
+      11322,
+      3675
+    ],
+    [
+      6483,
+      40759
+    ]
+  ],
+  "test_all_drawn": {
+    "OA": 0.7995269412714896,
+    "mIoU": 0.6125838121398024,
+    "macroF1": 0.7498034292258957,
+    "F1_coffee": 0.8613411008918062,
+    "IoU_coffee": 0.7564522628913847,
+    "precision_coffee": 0.8923913268153537,
+    "recall_coffee": 0.8323789692868298,
+    "F1_noncoffee": 0.6382657575599854,
+    "IoU_noncoffee": 0.46871536138822,
+    "kappa": 0.5011823010214841,
+    "n_pixels": 69336
+  },
+  "test_changed": {
+    "OA": 0.21166791323859388,
+    "mIoU": 0.1068872886041138,
+    "macroF1": 0.17789219941567957,
+    "F1_coffee": 0.3445273631840796,
+    "IoU_coffee": 0.20811419984973703,
+    "precision_coffee": 0.9892857142857143,
+    "recall_coffee": 0.2085843373493976,
+    "F1_noncoffee": 0.01125703564727955,
+    "IoU_noncoffee": 0.005660377358490566,
+    "kappa": -0.0021205846043566333,
+    "n_pixels": 1337
+  },
+  "test_per_year": {
+    "2023": {
+      "OA": 0.8377591312931886,
+      "mIoU": 0.6692804463757047,
+      "macroF1": 0.7945058109641704,
+      "F1_coffee": 0.8887836237523262,
+      "IoU_coffee": 0.7998294866329699,
+      "precision_coffee": 0.9189113552088435,
+      "recall_coffee": 0.8605687328004193,
+      "F1_noncoffee": 0.7002279981760146,
+      "IoU_noncoffee": 0.5387314061184395,
+      "kappa": 0.5901989780386013,
+      "n_pixels": 20260
+    },
+    "2024": {
+      "OA": 0.8381279519106913,
+      "mIoU": 0.6635654268254154,
+      "macroF1": 0.7892562726593848,
+      "F1_coffee": 0.8907422315247142,
+      "IoU_coffee": 0.8030074314909429,
+      "precision_coffee": 0.9163243672982642,
+      "recall_coffee": 0.8665497149301422,
+      "F1_noncoffee": 0.6877703137940554,
+      "IoU_noncoffee": 0.5241234221598878,
+      "kappa": 0.5794492773647512,
+      "n_pixels": 20961
+    },
+    "2025": {
+      "OA": 0.8345227899895328,
+      "mIoU": 0.6585914534281025,
+      "macroF1": 0.7854991587000264,
+      "F1_coffee": 0.8880448078284942,
+      "IoU_coffee": 0.798633626679018,
+      "precision_coffee": 0.9167275868943976,
+      "recall_coffee": 0.8611024408514889,
+      "F1_noncoffee": 0.6829535095715588,
+      "IoU_noncoffee": 0.5185492801771872,
+      "kappa": 0.5721843516488693,
+      "n_pixels": 21018
+    }
+  },
+  "test_per_site": {
+    "p05:2023": {
+      "OA": 0.8539876074355387,
+      "mIoU": 0.7015839310874286,
+      "macroF1": 0.8193191943571119,
+      "F1_coffee": 0.8984641045242894,
+      "IoU_coffee": 0.8156466876971609,
+      "precision_coffee": 0.9180514131515409,
+      "recall_coffee": 0.8796951551442569,
+      "F1_noncoffee": 0.7401742841899343,
+      "IoU_noncoffee": 0.5875211744776963,
+      "kappa": 0.6390588388199457,
+      "n_pixels": 10006
+    },
+    "p05:2024": {
+      "OA": 0.8638618584239649,
+      "mIoU": 0.7084896453113543,
+      "macroF1": 0.8232809925640164,
+      "F1_coffee": 0.907965172524992,
+      "IoU_coffee": 0.8314434207417907,
+      "precision_coffee": 0.9162978391043999,
+      "recall_coffee": 0.8997826920618689,
+      "F1_noncoffee": 0.7385968126030409,
+      "IoU_noncoffee": 0.5855358698809178,
+      "kappa": 0.6466449825538535,
+      "n_pixels": 10482
+    },
+    "p05:2025": {
+      "OA": 0.8835973816525946,
+      "mIoU": 0.738658629434596,
+      "macroF1": 0.8444120320061761,
+      "F1_coffee": 0.9224938411976502,
+      "IoU_coffee": 0.8561378825184665,
+      "precision_coffee": 0.9186061139766009,
+      "recall_coffee": 0.9264146155798021,
+      "F1_noncoffee": 0.766330222814702,
+      "IoU_noncoffee": 0.6211793763507255,
+      "kappa": 0.688840866817501,
+      "n_pixels": 10541
+    },
+    "p07:2023": {
+      "OA": 0.8219231519407061,
+      "mIoU": 0.637794361211999,
+      "macroF1": 0.7688897800075274,
+      "F1_coffee": 0.8795991032572861,
+      "IoU_coffee": 0.785075329566855,
+      "precision_coffee": 0.919746276889134,
+      "recall_coffee": 0.8428102097548648,
+      "F1_noncoffee": 0.6581804567577686,
+      "IoU_noncoffee": 0.49051339285714285,
+      "kappa": 0.5402663968539396,
+      "n_pixels": 10254
+    },
+    "p07:2024": {
+      "OA": 0.812386678118141,
+      "mIoU": 0.6211473404795294,
+      "macroF1": 0.7550168144371088,
+      "F1_coffee": 0.8735691318327974,
+      "IoU_coffee": 0.7755195250057091,
+      "precision_coffee": 0.9163518618456556,
+      "recall_coffee": 0.8346030965839273,
+      "F1_noncoffee": 0.6364644970414202,
+      "IoU_noncoffee": 0.4667751559533496,
+      "kappa": 0.5130854488995205,
+      "n_pixels": 10479
+    },
+    "p07:2025": {
+      "OA": 0.7851484203493366,
+      "mIoU": 0.5888343153461647,
+      "macroF1": 0.729323916564371,
+      "F1_coffee": 0.8522481128979323,
+      "IoU_coffee": 0.7425368866521789,
+      "precision_coffee": 0.9146238377007607,
+      "recall_coffee": 0.7978370406783827,
+      "F1_noncoffee": 0.6063997202308096,
+      "IoU_noncoffee": 0.4351317440401506,
+      "kappa": 0.46527305774185934,
+      "n_pixels": 10477
+    }
+  },
+  "acc_by_clear_obs": {
+    "bins": [
+      0,
+      10,
+      20,
+      30,
+      40,
+      50,
+      60,
+      1000
+    ],
+    "correct_total": [
+      [
+        0,
+        0
+      ],
+      [
+        107,
+        110
+      ],
+      [
+        7008,
+        8413
+      ],
+      [
+        44966,
+        53716
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ]
+    ]
+  },
+  "minutes": 2.5965638478597004,
+  "test_tta": {
+    "OA": 0.8431208727646653,
+    "mIoU": 0.6658116881348213,
+    "macroF1": 0.7902084960694793,
+    "F1_coffee": 0.8955677248224523,
+    "IoU_coffee": 0.8108851442959519,
+    "precision_coffee": 0.9051325290785662,
+    "recall_coffee": 0.8862029549976715,
+    "F1_noncoffee": 0.6848492673165063,
+    "IoU_noncoffee": 0.5207382319736906,
+    "kappa": 0.5805583379604087,
+    "n_pixels": 62239
+  },
+  "test_tta_all_drawn": {
+    "OA": 0.8068680050767278,
+    "mIoU": 0.6143905618142231,
+    "macroF1": 0.7496971644592578,
+    "F1_coffee": 0.869321674977799,
+    "IoU_coffee": 0.7688496858385694,
+    "precision_coffee": 0.8801525510808995,
+    "recall_coffee": 0.8587541211174735,
+    "F1_noncoffee": 0.6300726539407165,
+    "IoU_noncoffee": 0.459931437789877,
+    "kappa": 0.49960883212306356,
+    "n_pixels": 69336
+  },
+  "confusion_tta": [
+    [
+      10609,
+      4388
+    ],
+    [
+      5376,
+      41866
+    ]
+  ]
+}