vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s1_r0.1: test mIoU 0.6596

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s1_r0.1/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2576f714248a48725cf7ad42c2d5d49f9defc0c035540464464f30ca22d7558e
+size 2216047

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s1_r0.1/history.json

@@ -0,0 +1,1078 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s1_r0.1",
+  "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": [
+    0.33809340139850974,
+    0.3359272084198892,
+    0.32067910418845713,
+    0.3075641233008355,
+    0.3027181848883629,
+    0.30418461677618325,
+    0.29723395383916795,
+    0.29572774074040353,
+    0.2907285504043102,
+    0.29041476431302726,
+    0.2912606028839946,
+    0.28805081034079194,
+    0.2915695656556636,
+    0.28310963488183916,
+    0.2856222572736442,
+    0.27581210783682764,
+    0.27719539823010564,
+    0.272550277877599,
+    0.27827069000341,
+    0.27968898112885654,
+    0.26917860517278314,
+    0.2616426693275571,
+    0.26060667051933706,
+    0.25795131525956094,
+    0.2594848496373743,
+    0.25843832828104496,
+    0.24919453705661,
+    0.25708264694549143,
+    0.2484898481052369,
+    0.24932468705810606,
+    0.2432353375479579,
+    0.2513656828086823,
+    0.24588506016880274,
+    0.24491828470490873,
+    0.24299834109842777,
+    0.23733770055696368,
+    0.24112472357228398,
+    0.23880734876729548,
+    0.24035576358437538,
+    0.22927353018894792,
+    0.23815565300174057,
+    0.22522956412285566,
+    0.2340615293942392,
+    0.24192818952724338,
+    0.2284668965730816,
+    0.23099159891717136,
+    0.22267028782516718,
+    0.2205622075125575,
+    0.2308981732930988,
+    0.23606764595024288
+  ],
+  "val": [
+    {
+      "OA": 0.7871033593582122,
+      "mIoU": 0.6404404916060191,
+      "macroF1": 0.779428293794149,
+      "F1_coffee": 0.8205731878480554,
+      "IoU_coffee": 0.6957389635316699,
+      "precision_coffee": 0.8598810728744939,
+      "recall_coffee": 0.7847019771972867,
+      "F1_noncoffee": 0.7382833997402426,
+      "IoU_noncoffee": 0.5851420196803685,
+      "kappa": 0.5601971423225931,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7762875152209727,
+      "mIoU": 0.6280318345344862,
+      "macroF1": 0.7704289514760437,
+      "F1_coffee": 0.8071026017138887,
+      "IoU_coffee": 0.6765901265888322,
+      "precision_coffee": 0.8677290836653386,
+      "recall_coffee": 0.7543945735315342,
+      "F1_noncoffee": 0.7337553012381988,
+      "IoU_noncoffee": 0.57947354248014,
+      "kappa": 0.5439307561441268,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7680144688775876,
+      "mIoU": 0.6185338749277133,
+      "macroF1": 0.7634383433789387,
+      "F1_coffee": 0.7963402556161671,
+      "IoU_coffee": 0.6615991432228404,
+      "precision_coffee": 0.8744044742111441,
+      "recall_coffee": 0.7310723048058883,
+      "F1_noncoffee": 0.7305364311417102,
+      "IoU_noncoffee": 0.5754686066325861,
+      "kappa": 0.5318140213308064,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7592042117326839,
+      "mIoU": 0.608441143418265,
+      "macroF1": 0.7559146294280954,
+      "F1_coffee": 0.7842508062316492,
+      "IoU_coffee": 0.6450761474912239,
+      "precision_coffee": 0.8828841846687379,
+      "recall_coffee": 0.7054409005628518,
+      "F1_noncoffee": 0.7275784526245417,
+      "IoU_noncoffee": 0.5718061393453063,
+      "kappa": 0.5194030552031994,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7772365876369888,
+      "mIoU": 0.6296999244244352,
+      "macroF1": 0.7717630994381762,
+      "F1_coffee": 0.8071078583390188,
+      "IoU_coffee": 0.6765975146882962,
+      "precision_coffee": 0.8719804335444098,
+      "recall_coffee": 0.751219512195122,
+      "F1_noncoffee": 0.7364183405373337,
+      "IoU_noncoffee": 0.5828023341605741,
+      "kappa": 0.5469527165807708,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7656149272974715,
+      "mIoU": 0.6162245856198549,
+      "macroF1": 0.7618177774510306,
+      "F1_coffee": 0.7918912473169568,
+      "IoU_coffee": 0.6554801010739103,
+      "precision_coffee": 0.8815221238938054,
+      "recall_coffee": 0.7188050223697503,
+      "F1_noncoffee": 0.7317443075851044,
+      "IoU_noncoffee": 0.5769690701657995,
+      "kappa": 0.5299002149304349,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7651493446028221,
+      "mIoU": 0.6158929773541304,
+      "macroF1": 0.7616136570130769,
+      "F1_coffee": 0.7906457019714263,
+      "IoU_coffee": 0.6537750791974657,
+      "precision_coffee": 0.8844642857142857,
+      "recall_coffee": 0.7148217636022514,
+      "F1_noncoffee": 0.7325816120547275,
+      "IoU_noncoffee": 0.5780108755107951,
+      "kappa": 0.5299825497867968,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.778078217892701,
+      "mIoU": 0.6310560096219778,
+      "macroF1": 0.772828773332782,
+      "F1_coffee": 0.8073616961745915,
+      "IoU_coffee": 0.6769543570627948,
+      "precision_coffee": 0.87476421449744,
+      "recall_coffee": 0.7496031173329485,
+      "F1_noncoffee": 0.7382958504909725,
+      "IoU_noncoffee": 0.5851576621811608,
+      "kappa": 0.5492927834534258,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.775804025499606,
+      "mIoU": 0.6289194780663556,
+      "macroF1": 0.7713664462304588,
+      "F1_coffee": 0.8032189111027286,
+      "IoU_coffee": 0.6711494011346921,
+      "precision_coffee": 0.8817419510680148,
+      "recall_coffee": 0.7375378842545822,
+      "F1_noncoffee": 0.7395139813581891,
+      "IoU_noncoffee": 0.5866895549980192,
+      "kappa": 0.5474834732158682,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7796182221903875,
+      "mIoU": 0.633448151968662,
+      "macroF1": 0.7746900918467892,
+      "F1_coffee": 0.8080121055176824,
+      "IoU_coffee": 0.6778693888234524,
+      "precision_coffee": 0.8791499762373549,
+      "recall_coffee": 0.7475248953672968,
+      "F1_noncoffee": 0.7413680781758958,
+      "IoU_noncoffee": 0.5890269151138716,
+      "kappa": 0.553320041379958,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7729747152782752,
+      "mIoU": 0.6259032690166964,
+      "macroF1": 0.769208254538434,
+      "F1_coffee": 0.7986916065927784,
+      "IoU_coffee": 0.6648514328010997,
+      "precision_coffee": 0.887657501852963,
+      "recall_coffee": 0.725934478279694,
+      "F1_noncoffee": 0.7397249024840895,
+      "IoU_noncoffee": 0.586955105232293,
+      "kappa": 0.5443344843881956,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7769679822362295,
+      "mIoU": 0.630848907958483,
+      "macroF1": 0.7728901015308989,
+      "F1_coffee": 0.8033224375069086,
+      "IoU_coffee": 0.6712939748225172,
+      "precision_coffee": 0.8868279757339098,
+      "recall_coffee": 0.7341896377543657,
+      "F1_noncoffee": 0.7424577655548893,
+      "IoU_noncoffee": 0.5904038410944489,
+      "kappa": 0.5509933290985339,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7752847217248048,
+      "mIoU": 0.6293064732223841,
+      "macroF1": 0.7718448235371853,
+      "F1_coffee": 0.7998596513612223,
+      "IoU_coffee": 0.6664717607973422,
+      "precision_coffee": 0.8937838608497292,
+      "recall_coffee": 0.7237985279261077,
+      "F1_noncoffee": 0.7438299957131483,
+      "IoU_noncoffee": 0.5921411856474259,
+      "kappa": 0.5500495197865223,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7776663562782036,
+      "mIoU": 0.6319283650693672,
+      "macroF1": 0.7737296036159554,
+      "F1_coffee": 0.8035753836418288,
+      "IoU_coffee": 0.6716473170602703,
+      "precision_coffee": 0.8890950463854367,
+      "recall_coffee": 0.7330639341896378,
+      "F1_noncoffee": 0.7438838235900821,
+      "IoU_noncoffee": 0.5922094130784642,
+      "kappa": 0.55285340177036,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7742461141752024,
+      "mIoU": 0.6281828145064556,
+      "macroF1": 0.7710392579391532,
+      "F1_coffee": 0.7981361984212128,
+      "IoU_coffee": 0.66408206767919,
+      "precision_coffee": 0.8962528768699655,
+      "recall_coffee": 0.719382306249098,
+      "F1_noncoffee": 0.7439423174570935,
+      "IoU_noncoffee": 0.5922835613337214,
+      "kappa": 0.5489356464581973,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7739954158011604,
+      "mIoU": 0.6279650589709579,
+      "macroF1": 0.7708943679902656,
+      "F1_coffee": 0.7975489645658556,
+      "IoU_coffee": 0.6632693898241776,
+      "precision_coffee": 0.8976025418833045,
+      "recall_coffee": 0.7175638620291528,
+      "F1_noncoffee": 0.7442397714146757,
+      "IoU_noncoffee": 0.5926607281177382,
+      "kappa": 0.5488700164559135,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7952152424611417,
+      "mIoU": 0.6536471314646288,
+      "macroF1": 0.7895708759748112,
+      "F1_coffee": 0.8240344668410524,
+      "IoU_coffee": 0.7007301180226625,
+      "precision_coffee": 0.8824188498928983,
+      "recall_coffee": 0.772896521864627,
+      "F1_noncoffee": 0.75510728510857,
+      "IoU_noncoffee": 0.6065641449065952,
+      "kappa": 0.5816902836831662,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7806389227132727,
+      "mIoU": 0.636043233767737,
+      "macroF1": 0.7768465294423709,
+      "F1_coffee": 0.8059375198022939,
+      "IoU_coffee": 0.6749542282484676,
+      "precision_coffee": 0.8931844517012536,
+      "recall_coffee": 0.734218501948333,
+      "F1_noncoffee": 0.7477555390824479,
+      "IoU_noncoffee": 0.5971322392870063,
+      "kappa": 0.5591604311846599,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7875868490795789,
+      "mIoU": 0.6448676142573458,
+      "macroF1": 0.7833404966234119,
+      "F1_coffee": 0.8136722063397317,
+      "IoU_coffee": 0.6858746888406334,
+      "precision_coffee": 0.8925802116000965,
+      "recall_coffee": 0.7475826237552317,
+      "F1_noncoffee": 0.7530087869070919,
+      "IoU_noncoffee": 0.6038605396740583,
+      "kappa": 0.5711240633160928,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7720435498889764,
+      "mIoU": 0.6256741403620705,
+      "macroF1": 0.7692097774031741,
+      "F1_coffee": 0.7947833376321899,
+      "IoU_coffee": 0.6594526631176266,
+      "precision_coffee": 0.9000985869208018,
+      "recall_coffee": 0.7115312454899697,
+      "F1_noncoffee": 0.7436362171741582,
+      "IoU_noncoffee": 0.5918956176065143,
+      "kappa": 0.5461807626396479,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.773028436358427,
+      "mIoU": 0.6272195445124665,
+      "macroF1": 0.770423104320215,
+      "F1_coffee": 0.7948796789280339,
+      "IoU_coffee": 0.6595853252403717,
+      "precision_coffee": 0.9046338588477972,
+      "recall_coffee": 0.7088757396449704,
+      "F1_noncoffee": 0.7459665297123961,
+      "IoU_noncoffee": 0.5948537637845613,
+      "kappa": 0.5490665744275973,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.773028436358427,
+      "mIoU": 0.62727070678647,
+      "macroF1": 0.7704707182414192,
+      "F1_coffee": 0.7947002704935292,
+      "IoU_coffee": 0.6593382965570995,
+      "precision_coffee": 0.9054403188897912,
+      "recall_coffee": 0.7080964064078511,
+      "F1_noncoffee": 0.7462411659893091,
+      "IoU_noncoffee": 0.5952031170158406,
+      "kappa": 0.5492750649866184,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7878733615070553,
+      "mIoU": 0.6454739162704421,
+      "macroF1": 0.7838251214913766,
+      "F1_coffee": 0.8134076804334814,
+      "IoU_coffee": 0.6854988583868741,
+      "precision_coffee": 0.895253285253632,
+      "recall_coffee": 0.745273488237841,
+      "F1_noncoffee": 0.7542425625492718,
+      "IoU_noncoffee": 0.6054489741540101,
+      "kappa": 0.572357765162117,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7809791562209011,
+      "mIoU": 0.6370705554598098,
+      "macroF1": 0.777711246262962,
+      "F1_coffee": 0.8046634193084724,
+      "IoU_coffee": 0.6731689068220078,
+      "precision_coffee": 0.9006792992491955,
+      "recall_coffee": 0.7271467744263241,
+      "F1_noncoffee": 0.7507590732174515,
+      "IoU_noncoffee": 0.6009722040976119,
+      "kappa": 0.5617769252802377,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7815700881025714,
+      "mIoU": 0.6378824653725632,
+      "macroF1": 0.7783217332015138,
+      "F1_coffee": 0.8051562200498371,
+      "IoU_coffee": 0.6738589877276009,
+      "precision_coffee": 0.9014270896670125,
+      "recall_coffee": 0.7274642805599654,
+      "F1_noncoffee": 0.7514872463531904,
+      "IoU_noncoffee": 0.6019059430175255,
+      "kappa": 0.5630007474069445,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.789234295537569,
+      "mIoU": 0.6472678959223243,
+      "macroF1": 0.7851452257764897,
+      "F1_coffee": 0.8147856738213634,
+      "IoU_coffee": 0.687458509254096,
+      "precision_coffee": 0.8957201674566654,
+      "recall_coffee": 0.7472651176215904,
+      "F1_noncoffee": 0.7555047777316162,
+      "IoU_noncoffee": 0.6070772825905525,
+      "kappa": 0.5748722695919066,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7860110307284578,
+      "mIoU": 0.6433761416535793,
+      "macroF1": 0.7823362828071392,
+      "F1_coffee": 0.8106180665610143,
+      "IoU_coffee": 0.681545636242505,
+      "precision_coffee": 0.8987875593041644,
+      "recall_coffee": 0.738201760715832,
+      "F1_noncoffee": 0.7540544990532642,
+      "IoU_noncoffee": 0.6052066470646537,
+      "kappa": 0.5700459139656677,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7808359000071629,
+      "mIoU": 0.6366921694453389,
+      "macroF1": 0.7773969797573788,
+      "F1_coffee": 0.8050649040375886,
+      "IoU_coffee": 0.6737310727233952,
+      "precision_coffee": 0.8981165600568586,
+      "recall_coffee": 0.7294847741376822,
+      "F1_noncoffee": 0.7497290554771691,
+      "IoU_noncoffee": 0.5996532661672828,
+      "kappa": 0.560846250446254,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7883031301482701,
+      "mIoU": 0.6458845329400298,
+      "macroF1": 0.7841019569686913,
+      "F1_coffee": 0.814218813841657,
+      "IoU_coffee": 0.6866518235793045,
+      "precision_coffee": 0.8936493152575115,
+      "recall_coffee": 0.7477558089190359,
+      "F1_noncoffee": 0.7539851000957256,
+      "IoU_noncoffee": 0.6051172423007549,
+      "kappa": 0.5726744427835254,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7884284793352911,
+      "mIoU": 0.6462127224917056,
+      "macroF1": 0.7843703454131762,
+      "F1_coffee": 0.813951657349815,
+      "IoU_coffee": 0.6862719065321295,
+      "precision_coffee": 0.8955301455301455,
+      "recall_coffee": 0.7459950930870255,
+      "F1_noncoffee": 0.7547890334765374,
+      "IoU_noncoffee": 0.6061535384512817,
+      "kappa": 0.5734064174333631,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7839338156292529,
+      "mIoU": 0.6404237626460514,
+      "macroF1": 0.7801143779841475,
+      "F1_coffee": 0.809094361116385,
+      "IoU_coffee": 0.6793941809485851,
+      "precision_coffee": 0.895304457438986,
+      "recall_coffee": 0.7380285755520277,
+      "F1_noncoffee": 0.7511343948519099,
+      "IoU_noncoffee": 0.6014533443435177,
+      "kappa": 0.565480817946262,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7844710264307715,
+      "mIoU": 0.6414089554004718,
+      "macroF1": 0.7808912175930848,
+      "F1_coffee": 0.8088977803181862,
+      "IoU_coffee": 0.6791170119171399,
+      "precision_coffee": 0.8989307266118503,
+      "recall_coffee": 0.7352576129311589,
+      "F1_noncoffee": 0.7528846548679834,
+      "IoU_noncoffee": 0.6037008988838036,
+      "kappa": 0.5673939108701285,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7859931237017406,
+      "mIoU": 0.64353962884244,
+      "macroF1": 0.7824880263479848,
+      "F1_coffee": 0.8100996297649882,
+      "IoU_coffee": 0.6808129907590407,
+      "precision_coffee": 0.9011241515837104,
+      "recall_coffee": 0.7357771684225718,
+      "F1_noncoffee": 0.7548764229309814,
+      "IoU_noncoffee": 0.6062662669258393,
+      "kappa": 0.5706311150302961,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7767530979156221,
+      "mIoU": 0.6318466431638827,
+      "macroF1": 0.7738612957925042,
+      "F1_coffee": 0.7994337103235252,
+      "IoU_coffee": 0.6658805242140808,
+      "precision_coffee": 0.9030311841244457,
+      "recall_coffee": 0.7171597633136094,
+      "F1_noncoffee": 0.7482888812614832,
+      "IoU_noncoffee": 0.5978127621136847,
+      "kappa": 0.5550715779845531,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7796003151636702,
+      "mIoU": 0.6352226959852171,
+      "macroF1": 0.776326602338475,
+      "F1_coffee": 0.8033865814696486,
+      "IoU_coffee": 0.6713835638383083,
+      "precision_coffee": 0.8995170810230728,
+      "recall_coffee": 0.7258190215038245,
+      "F1_noncoffee": 0.7492666232073012,
+      "IoU_noncoffee": 0.5990618281321258,
+      "kappa": 0.5590751578208422,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.781605902156006,
+      "mIoU": 0.637458820118805,
+      "macroF1": 0.7779266500776564,
+      "F1_coffee": 0.8065109785505775,
+      "IoU_coffee": 0.6757590258946137,
+      "precision_coffee": 0.8954098707154684,
+      "recall_coffee": 0.7336700822629528,
+      "F1_noncoffee": 0.7493423216047352,
+      "IoU_noncoffee": 0.5991586143429961,
+      "kappa": 0.5614533185853127,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7635735262517012,
+      "mIoU": 0.6155301535617946,
+      "macroF1": 0.7616451252076276,
+      "F1_coffee": 0.7830844299866923,
+      "IoU_coffee": 0.6434993924665856,
+      "precision_coffee": 0.9088551597894897,
+      "recall_coffee": 0.6878914706306827,
+      "F1_noncoffee": 0.740205820428563,
+      "IoU_noncoffee": 0.5875609146570037,
+      "kappa": 0.5339786892234427,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7767172838621875,
+      "mIoU": 0.6320543173287452,
+      "macroF1": 0.7740610496572113,
+      "F1_coffee": 0.7985589427939062,
+      "IoU_coffee": 0.6646675989672978,
+      "precision_coffee": 0.9068393630292801,
+      "recall_coffee": 0.7133785539038823,
+      "F1_noncoffee": 0.7495631565205165,
+      "IoU_noncoffee": 0.5994410356901925,
+      "kappa": 0.5559921942848366,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7722763412363012,
+      "mIoU": 0.6262963858815229,
+      "macroF1": 0.769736490966161,
+      "F1_coffee": 0.7939198496167496,
+      "IoU_coffee": 0.6582645849568699,
+      "precision_coffee": 0.9051138043156961,
+      "recall_coffee": 0.7070572954250253,
+      "F1_noncoffee": 0.7455531323155725,
+      "IoU_noncoffee": 0.5943281868061758,
+      "kappa": 0.5478976669121134,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7795465940835183,
+      "mIoU": 0.6352067384577278,
+      "macroF1": 0.7763240061422163,
+      "F1_coffee": 0.803172014644987,
+      "IoU_coffee": 0.6710839188864249,
+      "precision_coffee": 0.9002222062934556,
+      "recall_coffee": 0.7250108240727378,
+      "F1_noncoffee": 0.7494759976394457,
+      "IoU_noncoffee": 0.5993295580290308,
+      "kappa": 0.5591692158886784,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7691426115607765,
+      "mIoU": 0.6224875973318332,
+      "macroF1": 0.7669012402701765,
+      "F1_coffee": 0.7897586431833007,
+      "IoU_coffee": 0.6525629278283835,
+      "precision_coffee": 0.9077413308341143,
+      "recall_coffee": 0.6989175927262231,
+      "F1_noncoffee": 0.7440438373570522,
+      "IoU_noncoffee": 0.5924122668352829,
+      "kappa": 0.543197300292499,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7775410070911826,
+      "mIoU": 0.6326993927125506,
+      "macroF1": 0.7744695274929145,
+      "F1_coffee": 0.8007889546351085,
+      "IoU_coffee": 0.6677631578947368,
+      "precision_coffee": 0.900887573964497,
+      "recall_coffee": 0.7207100591715976,
+      "F1_noncoffee": 0.7481501003507207,
+      "IoU_noncoffee": 0.5976356275303644,
+      "kappa": 0.5558709586924315,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.779779385430843,
+      "mIoU": 0.6350929767120981,
+      "macroF1": 0.7761673435232557,
+      "F1_coffee": 0.8046013537131781,
+      "IoU_coffee": 0.6730820351959168,
+      "precision_coffee": 0.8949210051956314,
+      "recall_coffee": 0.7308413912541493,
+      "F1_noncoffee": 0.7477333333333334,
+      "IoU_noncoffee": 0.5971039182282794,
+      "kappa": 0.5581451805117609,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7713272688202851,
+      "mIoU": 0.6250245775157988,
+      "macroF1": 0.7687689122757818,
+      "F1_coffee": 0.7930911565507631,
+      "IoU_coffee": 0.657125980023628,
+      "precision_coffee": 0.9040002954973589,
+      "recall_coffee": 0.7064222831577428,
+      "F1_noncoffee": 0.7444466680008005,
+      "IoU_noncoffee": 0.5929231750079694,
+      "kappa": 0.5459784853963542,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7660984170188382,
+      "mIoU": 0.6187799141179863,
+      "macroF1": 0.7641249460002834,
+      "F1_coffee": 0.7857002231263945,
+      "IoU_coffee": 0.6470397492366309,
+      "precision_coffee": 0.9102140114798343,
+      "recall_coffee": 0.691153124548997,
+      "F1_noncoffee": 0.7425496688741722,
+      "IoU_noncoffee": 0.5905200789993417,
+      "kappa": 0.5386222206900754,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7731895995988826,
+      "mIoU": 0.6273356708019691,
+      "macroF1": 0.7704941038629189,
+      "F1_coffee": 0.795366421093447,
+      "IoU_coffee": 0.6602558944234328,
+      "precision_coffee": 0.9032696047851455,
+      "recall_coffee": 0.7104921345071439,
+      "F1_noncoffee": 0.7456217866323908,
+      "IoU_noncoffee": 0.5944154471805053,
+      "kappa": 0.5489888348635563,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7727777379843851,
+      "mIoU": 0.6266637580207391,
+      "macroF1": 0.769963250064929,
+      "F1_coffee": 0.7954080069653827,
+      "IoU_coffee": 0.6603132110828537,
+      "precision_coffee": 0.9010081823495032,
+      "recall_coffee": 0.7119642083994805,
+      "F1_noncoffee": 0.7445184931644754,
+      "IoU_noncoffee": 0.5930143049586246,
+      "kappa": 0.5476851032405428,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7785796146407851,
+      "mIoU": 0.6337298195275696,
+      "macroF1": 0.7751841287621385,
+      "F1_coffee": 0.8028130830688759,
+      "IoU_coffee": 0.6705829070758739,
+      "precision_coffee": 0.8969781198774143,
+      "recall_coffee": 0.7265406263530091,
+      "F1_noncoffee": 0.7475551744554011,
+      "IoU_noncoffee": 0.5968767319792652,
+      "kappa": 0.5566239624666063,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7761442590072345,
+      "mIoU": 0.6305099959640097,
+      "macroF1": 0.7727640325445468,
+      "F1_coffee": 0.8004788125448887,
+      "IoU_coffee": 0.6673319495449465,
+      "precision_coffee": 0.8952873973580864,
+      "recall_coffee": 0.7238273921200751,
+      "F1_noncoffee": 0.745049252544205,
+      "IoU_noncoffee": 0.5936880423830728,
+      "kappa": 0.5519485166520108,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7839696296826875,
+      "mIoU": 0.6401553605591473,
+      "macroF1": 0.7798622692296898,
+      "F1_coffee": 0.8099319384925636,
+      "IoU_coffee": 0.680576149120949,
+      "precision_coffee": 0.8916640649391195,
+      "recall_coffee": 0.7419252417376245,
+      "F1_noncoffee": 0.749792599966816,
+      "IoU_noncoffee": 0.5997345719973457,
+      "kappa": 0.5645409259197857,
+      "n_pixels": 55844
+    }
+  ],
+  "epoch_min": [
+    0.05068432092666626,
+    0.05058355728785197,
+    0.05035249789555867,
+    0.050209697087605795,
+    0.05058839718500773,
+    0.050286173820495605,
+    0.05019996166229248,
+    0.050341816743214925,
+    0.05025676091512044,
+    0.050561821460723876,
+    0.050304035345713295,
+    0.05029652913411458,
+    0.05026419560114543,
+    0.09307644367218018,
+    0.050485503673553464,
+    0.05066580375035604,
+    0.05046464204788208,
+    0.05044399499893189,
+    0.05037499666213989,
+    0.050435082117716475,
+    0.05029151439666748,
+    0.050472068786621097,
+    0.05032386382420858,
+    0.050220994154612224,
+    0.05036834875742594,
+    0.05062284866968791,
+    0.050493836402893066,
+    0.05041738351186117,
+    0.05063091516494751,
+    0.05047224362691243,
+    0.05044407844543457,
+    0.05031094948450724,
+    0.0503114898999532,
+    0.050413982073465986,
+    0.05071268081665039,
+    0.050483127435048424,
+    0.05033095280329387,
+    0.05047303040822347,
+    0.050327054659525555,
+    0.050318594773610434,
+    0.05051807562510172,
+    0.050343680381774905,
+    0.050373486677805585,
+    0.050399072964986164,
+    0.050406261285146074,
+    0.05036628246307373,
+    0.05026671091715495,
+    0.050558451811472574,
+    0.05046219031016032,
+    0.050710976123809814
+  ],
+  "epoch0_val": {
+    "OA": 0.7901654609268677,
+    "mIoU": 0.6440775330173552,
+    "macroF1": 0.7820623977417095,
+    "F1_coffee": 0.8240857503152585,
+    "IoU_coffee": 0.7008042895442359,
+    "precision_coffee": 0.8586041855663653,
+    "recall_coffee": 0.7922355318227738,
+    "F1_noncoffee": 0.7400390451681604,
+    "IoU_noncoffee": 0.5873507764904743,
+    "kappa": 0.5651633980584502,
+    "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_s1_r0.1/results.json

@@ -0,0 +1,476 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f4_s1_r0.1",
+  "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_s1_r0.1",
+    "val_epoch0": 0.6440775330173552
+  },
+  "experiment": "spatial",
+  "fold": 4,
+  "seed": 1,
+  "ratio": "0.1",
+  "train_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "test_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "subset_hash": "42c5d753d88e",
+  "n_blocks": 87,
+  "n_train_hard": 18202,
+  "n_train_soft": 1950,
+  "best_epoch": 17,
+  "stopped_epoch": 50,
+  "best_val": 0.6536471314646288,
+  "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": 1,
+    "ratio": "0.1",
+    "subset_hash": "42c5d753d88e",
+    "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_s1_r0.1",
+      "sha1": "24703326cc2e"
+    }
+  },
+  "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": 0.8323880525072703,
+    "mIoU": 0.6595759105379582,
+    "macroF1": 0.7868775072230476,
+    "F1_coffee": 0.8853626373626373,
+    "IoU_coffee": 0.7943055446013092,
+    "precision_coffee": 0.9206088029617442,
+    "recall_coffee": 0.8527158037339655,
+    "F1_noncoffee": 0.6883923770834578,
+    "IoU_noncoffee": 0.5248462764746071,
+    "kappa": 0.5754465757565386,
+    "n_pixels": 62239
+  },
+  "confusion": [
+    [
+      11523,
+      3474
+    ],
+    [
+      6958,
+      40284
+    ]
+  ],
+  "test_all_drawn": {
+    "OA": 0.7957482404522903,
+    "mIoU": 0.6096194265158686,
+    "macroF1": 0.747817218266487,
+    "F1_coffee": 0.857759832871319,
+    "IoU_coffee": 0.7509452543833424,
+    "precision_coffee": 0.895255466800847,
+    "recall_coffee": 0.8232787707019877,
+    "F1_noncoffee": 0.6378746036616549,
+    "IoU_noncoffee": 0.468293598648395,
+    "kappa": 0.4978768434150998,
+    "n_pixels": 69336
+  },
+  "test_changed": {
+    "OA": 0.23635003739715782,
+    "mIoU": 0.11976386813996802,
+    "macroF1": 0.19586361438032857,
+    "F1_coffee": 0.37629810629199756,
+    "IoU_coffee": 0.23175319789315274,
+    "precision_coffee": 0.9967637540453075,
+    "recall_coffee": 0.2319277108433735,
+    "F1_noncoffee": 0.015429122468659595,
+    "IoU_noncoffee": 0.007774538386783284,
+    "kappa": 0.002111165124838723,
+    "n_pixels": 1337
+  },
+  "test_per_year": {
+    "2023": {
+      "OA": 0.836080947680158,
+      "mIoU": 0.6693130867013888,
+      "macroF1": 0.7948921123211925,
+      "F1_coffee": 0.8868059579399434,
+      "IoU_coffee": 0.7966319657072872,
+      "precision_coffee": 0.9241315621226114,
+      "recall_coffee": 0.8523784562966846,
+      "F1_noncoffee": 0.7029782667024417,
+      "IoU_noncoffee": 0.5419942076954902,
+      "kappa": 0.5915327341752087,
+      "n_pixels": 20260
+    },
+    "2024": {
+      "OA": 0.8238633652974572,
+      "mIoU": 0.6487263413188679,
+      "macroF1": 0.7787745569122746,
+      "F1_coffee": 0.8786484354457008,
+      "IoU_coffee": 0.7835619650603822,
+      "precision_coffee": 0.9241512825831432,
+      "recall_coffee": 0.8374162019923563,
+      "F1_noncoffee": 0.6789006783788485,
+      "IoU_noncoffee": 0.5138907175773535,
+      "kappa": 0.5603692693054118,
+      "n_pixels": 20961
+    },
+    "2025": {
+      "OA": 0.8373299076981635,
+      "mIoU": 0.6608748175261172,
+      "macroF1": 0.7869715390638528,
+      "F1_coffee": 0.8905464673304094,
+      "IoU_coffee": 0.8026892890120036,
+      "precision_coffee": 0.9139834406623735,
+      "recall_coffee": 0.8682814158187153,
+      "F1_noncoffee": 0.6833966107972961,
+      "IoU_noncoffee": 0.5190603460402307,
+      "kappa": 0.5747519031010697,
+      "n_pixels": 21018
+    }
+  },
+  "test_per_site": {
+    "p05:2023": {
+      "OA": 0.8755746552068758,
+      "mIoU": 0.735618649749274,
+      "macroF1": 0.8433009928193758,
+      "F1_coffee": 0.9144153433697669,
+      "IoU_coffee": 0.8423252279635258,
+      "precision_coffee": 0.9238783164328379,
+      "recall_coffee": 0.9051442569406641,
+      "F1_noncoffee": 0.7721866422689845,
+      "IoU_noncoffee": 0.6289120715350224,
+      "kappa": 0.6866894807742443,
+      "n_pixels": 10006
+    },
+    "p05:2024": {
+      "OA": 0.8578515550467468,
+      "mIoU": 0.7041152939007272,
+      "macroF1": 0.8207267761549939,
+      "F1_coffee": 0.9023078940466824,
+      "IoU_coffee": 0.8220045394815434,
+      "precision_coffee": 0.9262350249024095,
+      "recall_coffee": 0.8795858366355618,
+      "F1_noncoffee": 0.7391456582633054,
+      "IoU_noncoffee": 0.5862260483199111,
+      "kappa": 0.6420913011863925,
+      "n_pixels": 10482
+    },
+    "p05:2025": {
+      "OA": 0.8743952186699554,
+      "mIoU": 0.7251890914067987,
+      "macroF1": 0.835153365670775,
+      "F1_coffee": 0.9155827595001275,
+      "IoU_coffee": 0.8443085606773283,
+      "precision_coffee": 0.9202768520892078,
+      "recall_coffee": 0.9109363105810708,
+      "F1_noncoffee": 0.7547239718414227,
+      "IoU_noncoffee": 0.6060696221362689,
+      "kappa": 0.670331652458965,
+      "n_pixels": 10541
+    },
+    "p07:2023": {
+      "OA": 0.7975424224692803,
+      "mIoU": 0.6104996204372738,
+      "macroF1": 0.7482314121339586,
+      "F1_coffee": 0.8596538669551109,
+      "IoU_coffee": 0.7538534503201328,
+      "precision_coffee": 0.9243966269264321,
+      "recall_coffee": 0.8033864038412939,
+      "F1_noncoffee": 0.6368089573128062,
+      "IoU_noncoffee": 0.4671457905544148,
+      "kappa": 0.5027746306985881,
+      "n_pixels": 10254
+    },
+    "p07:2024": {
+      "OA": 0.7898654451760664,
+      "mIoU": 0.5975953973552709,
+      "macroF1": 0.7371452123724922,
+      "F1_coffee": 0.8548642235697337,
+      "IoU_coffee": 0.7465177851962703,
+      "precision_coffee": 0.9219505260164913,
+      "recall_coffee": 0.7968788400098304,
+      "F1_noncoffee": 0.6194262011752506,
+      "IoU_noncoffee": 0.4486730095142714,
+      "kappa": 0.48148946281160715,
+      "n_pixels": 10479
+    },
+    "p07:2025": {
+      "OA": 0.8000381788679966,
+      "mIoU": 0.6018072739428995,
+      "macroF1": 0.7387040839492957,
+      "F1_coffee": 0.865299299170578,
+      "IoU_coffee": 0.7625793291024479,
+      "precision_coffee": 0.9073624595469255,
+      "recall_coffee": 0.8269632542706157,
+      "F1_noncoffee": 0.6121088687280133,
+      "IoU_noncoffee": 0.4410352187833511,
+      "kappa": 0.48062231292041174,
+      "n_pixels": 10477
+    }
+  },
+  "acc_by_clear_obs": {
+    "bins": [
+      0,
+      10,
+      20,
+      30,
+      40,
+      50,
+      60,
+      1000
+    ],
+    "correct_total": [
+      [
+        0,
+        0
+      ],
+      [
+        107,
+        110
+      ],
+      [
+        6981,
+        8413
+      ],
+      [
+        44719,
+        53716
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ]
+    ]
+  },
+  "minutes": 2.5637213786443076,
+  "test_tta": {
+    "OA": 0.8403894664117354,
+    "mIoU": 0.6673256978006328,
+    "macroF1": 0.792179112650035,
+    "F1_coffee": 0.8922746594950984,
+    "IoU_coffee": 0.8055017131669114,
+    "precision_coffee": 0.9147729799439677,
+    "recall_coffee": 0.870856441302231,
+    "F1_noncoffee": 0.6920835658049718,
+    "IoU_noncoffee": 0.529149682434354,
+    "kappa": 0.5850756188841824,
+    "n_pixels": 62239
+  },
+  "test_tta_all_drawn": {
+    "OA": 0.8042863736010153,
+    "mIoU": 0.6164951438166979,
+    "macroF1": 0.7524753745822224,
+    "F1_coffee": 0.8657206752557937,
+    "IoU_coffee": 0.7632341138290819,
+    "precision_coffee": 0.8892683620987579,
+    "recall_coffee": 0.8433878959646789,
+    "F1_noncoffee": 0.639230073908651,
+    "IoU_noncoffee": 0.46975617380431384,
+    "kappa": 0.5058816062735771,
+    "n_pixels": 69336
+  },
+  "confusion_tta": [
+    [
+      11164,
+      3833
+    ],
+    [
+      6101,
+      41141
+    ]
+  ]
+}