vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f3_s2_r0.1: test mIoU 0.6511

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f3_s2_r0.1/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b949141f522ea7e72012bd57a2369fb7897b3166f27f5f06d3515635d165fc5
+size 2216047

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f3_s2_r0.1/history.json

@@ -0,0 +1,1078 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f3_s2_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": [
+    0.35272571817040443,
+    0.3326303658541292,
+    0.3314900102559477,
+    0.3287906355690211,
+    0.3188158634584397,
+    0.3146684216335416,
+    0.30885310587473214,
+    0.30698273819871247,
+    0.30361705063842237,
+    0.2939243037253618,
+    0.28718799096532166,
+    0.2958052009344101,
+    0.28473767498508096,
+    0.27863533003255725,
+    0.284132789587602,
+    0.27395489695481956,
+    0.2743398225866258,
+    0.2814119521062821,
+    0.2751039653085172,
+    0.2637774527538568,
+    0.26458056550472975,
+    0.2601364981383085,
+    0.2695322891231626,
+    0.25776918488554657,
+    0.2551067767199129,
+    0.25490066572092474,
+    0.2620515860617161,
+    0.25961546157486737,
+    0.2559484741650522,
+    0.254684068961069,
+    0.2441290905699134,
+    0.25977561715990305,
+    0.2483645158354193,
+    0.24378402344882488,
+    0.25072425068356097,
+    0.24231886072084308,
+    0.24146504350937903,
+    0.24633465195074677,
+    0.23932350776158273,
+    0.24798545707017183,
+    0.23681690893135965,
+    0.24197102105244994,
+    0.24480517650954425,
+    0.23544666916131973,
+    0.23498578020371497,
+    0.23997392039746046,
+    0.2319636307656765,
+    0.23281572689302266,
+    0.23388946033082902,
+    0.2255713960621506
+  ],
+  "val": [
+    {
+      "OA": 0.8406144057584473,
+      "mIoU": 0.6677031984511744,
+      "macroF1": 0.7924719949152756,
+      "F1_coffee": 0.8924264769671206,
+      "IoU_coffee": 0.8057491971488995,
+      "precision_coffee": 0.9149286254280251,
+      "recall_coffee": 0.8710046145379112,
+      "F1_noncoffee": 0.6925175128634307,
+      "IoU_noncoffee": 0.5296571997534494,
+      "kappa": 0.5856603723908888,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8470894455245104,
+      "mIoU": 0.6712096219512814,
+      "macroF1": 0.7942442968168231,
+      "F1_coffee": 0.8985188897537881,
+      "IoU_coffee": 0.8157369939398633,
+      "precision_coffee": 0.9053052278733965,
+      "recall_coffee": 0.8918335379535159,
+      "F1_noncoffee": 0.689969703879858,
+      "IoU_noncoffee": 0.5266822499626995,
+      "kappa": 0.5885592265574863,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8415944986262632,
+      "mIoU": 0.666585062315153,
+      "macroF1": 0.7912459562309888,
+      "F1_coffee": 0.8937664996498034,
+      "IoU_coffee": 0.8079365697810332,
+      "precision_coffee": 0.9102341812435529,
+      "recall_coffee": 0.877884086194488,
+      "F1_noncoffee": 0.6887254128121744,
+      "IoU_noncoffee": 0.5252335548492728,
+      "kappa": 0.5828919395482871,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8398753193335369,
+      "mIoU": 0.6642061364701035,
+      "macroF1": 0.7894567746212429,
+      "F1_coffee": 0.8924872702166221,
+      "IoU_coffee": 0.8058483177806783,
+      "precision_coffee": 0.9100409204910459,
+      "recall_coffee": 0.8755979848439948,
+      "F1_noncoffee": 0.6864262790258637,
+      "IoU_noncoffee": 0.5225639551595286,
+      "kappa": 0.5793699990797967,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8391683671010138,
+      "mIoU": 0.6647393228499168,
+      "macroF1": 0.7900975535472998,
+      "F1_coffee": 0.8915868821210414,
+      "IoU_coffee": 0.8043813878954876,
+      "precision_coffee": 0.9128631625637613,
+      "recall_coffee": 0.8712797934041743,
+      "F1_noncoffee": 0.6886082249735581,
+      "IoU_noncoffee": 0.5250972578043458,
+      "kappa": 0.5808491040845942,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8171885795080255,
+      "mIoU": 0.6425758753553045,
+      "macroF1": 0.7745574621993767,
+      "F1_coffee": 0.8725924930574218,
+      "IoU_coffee": 0.7739814465346337,
+      "precision_coffee": 0.9263230469307213,
+      "recall_coffee": 0.8247533974006181,
+      "F1_noncoffee": 0.6765224313413317,
+      "IoU_noncoffee": 0.5111703041759752,
+      "kappa": 0.5529338276702912,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8286283519979434,
+      "mIoU": 0.654431393051712,
+      "macroF1": 0.7829868306295811,
+      "F1_coffee": 0.8825097486285828,
+      "IoU_coffee": 0.7897247851115843,
+      "precision_coffee": 0.9200275608635737,
+      "recall_coffee": 0.8479319249820075,
+      "F1_noncoffee": 0.6834639126305793,
+      "IoU_noncoffee": 0.5191380009918398,
+      "kappa": 0.5679095012159936,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8302511287135076,
+      "mIoU": 0.655961516739417,
+      "macroF1": 0.7840338810531449,
+      "F1_coffee": 0.8839406356076501,
+      "IoU_coffee": 0.7920193708413718,
+      "precision_coffee": 0.9187923907830734,
+      "recall_coffee": 0.8516362558740104,
+      "F1_noncoffee": 0.6841271264986396,
+      "IoU_noncoffee": 0.5199036626374625,
+      "kappa": 0.5697526263001876,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8357139414193673,
+      "mIoU": 0.6599035548134133,
+      "macroF1": 0.7864394739647416,
+      "F1_coffee": 0.8890215444727845,
+      "IoU_coffee": 0.8002149277061352,
+      "precision_coffee": 0.9122803109616199,
+      "recall_coffee": 0.8669192667541594,
+      "F1_noncoffee": 0.6838574034566985,
+      "IoU_noncoffee": 0.5195921819206916,
+      "kappa": 0.5736683688806853,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8338662253570912,
+      "mIoU": 0.6603259024904744,
+      "macroF1": 0.7872366754606333,
+      "F1_coffee": 0.8868411836806164,
+      "IoU_coffee": 0.7966888198513509,
+      "precision_coffee": 0.91806770290479,
+      "recall_coffee": 0.8576690233267008,
+      "F1_noncoffee": 0.6876321672406501,
+      "IoU_noncoffee": 0.523962985129598,
+      "kappa": 0.5758279715009262,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8338501582608975,
+      "mIoU": 0.6579559932336343,
+      "macroF1": 0.7850646811683408,
+      "F1_coffee": 0.8874644959789315,
+      "IoU_coffee": 0.797695437827686,
+      "precision_coffee": 0.9132343389549598,
+      "recall_coffee": 0.8631090978366708,
+      "F1_noncoffee": 0.68266486635775,
+      "IoU_noncoffee": 0.5182165486395826,
+      "kappa": 0.5710924180204251,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8264110927232121,
+      "mIoU": 0.6530745872918835,
+      "macroF1": 0.7822331215464706,
+      "F1_coffee": 0.8803172633817795,
+      "IoU_coffee": 0.7862202698959199,
+      "precision_coffee": 0.9234022774808274,
+      "recall_coffee": 0.841073620930528,
+      "F1_noncoffee": 0.6841489797111617,
+      "IoU_noncoffee": 0.5199289046878471,
+      "kappa": 0.5669542703248832,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8375295232892559,
+      "mIoU": 0.6641867989275361,
+      "macroF1": 0.7899532831520671,
+      "F1_coffee": 0.8899194426300893,
+      "IoU_coffee": 0.8016710469540658,
+      "precision_coffee": 0.9160876776188982,
+      "recall_coffee": 0.8652046907412896,
+      "F1_noncoffee": 0.689987123674045,
+      "IoU_noncoffee": 0.5267025509010064,
+      "kappa": 0.5808697141009893,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8276964604187085,
+      "mIoU": 0.6542778231506117,
+      "macroF1": 0.783054987664346,
+      "F1_coffee": 0.881466088955699,
+      "IoU_coffee": 0.7880548638286098,
+      "precision_coffee": 0.9223687254221605,
+      "recall_coffee": 0.8440370856441303,
+      "F1_noncoffee": 0.684643886372993,
+      "IoU_noncoffee": 0.5205007824726134,
+      "kappa": 0.5683681916860116,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8303314641944761,
+      "mIoU": 0.6573958117388939,
+      "macroF1": 0.7853356603224639,
+      "F1_coffee": 0.883615844115767,
+      "IoU_coffee": 0.7914980156771378,
+      "precision_coffee": 0.9217097397222478,
+      "recall_coffee": 0.8485457855298252,
+      "F1_noncoffee": 0.6870554765291608,
+      "IoU_noncoffee": 0.52329360780065,
+      "kappa": 0.5726342093283388,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8300261893667957,
+      "mIoU": 0.6565652620903215,
+      "macroF1": 0.784640345291794,
+      "F1_coffee": 0.8835053022210966,
+      "IoU_coffee": 0.7913206430614459,
+      "precision_coffee": 0.9207464022584866,
+      "recall_coffee": 0.8491596460776428,
+      "F1_noncoffee": 0.6857753883624914,
+      "IoU_noncoffee": 0.5218098811191972,
+      "kappa": 0.5711729520689637,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8399074535259242,
+      "mIoU": 0.6669702117109383,
+      "macroF1": 0.791961692547241,
+      "F1_coffee": 0.891834386330576,
+      "IoU_coffee": 0.8047843890205912,
+      "precision_coffee": 0.9153445048578305,
+      "recall_coffee": 0.8695017145760129,
+      "F1_noncoffee": 0.6920889987639061,
+      "IoU_noncoffee": 0.5291560344012853,
+      "kappa": 0.5847032780014607,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8305724706373817,
+      "mIoU": 0.6579644787069132,
+      "macroF1": 0.785803929642106,
+      "F1_coffee": 0.8837286229367206,
+      "IoU_coffee": 0.791679013809044,
+      "precision_coffee": 0.9222802697291201,
+      "recall_coffee": 0.8482706066635621,
+      "F1_noncoffee": 0.6878792363474915,
+      "IoU_noncoffee": 0.5242499436047823,
+      "kappa": 0.5736078091994317,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8282266745931008,
+      "mIoU": 0.6569461906366836,
+      "macroF1": 0.7853917215424304,
+      "F1_coffee": 0.8812704758731745,
+      "IoU_coffee": 0.7877422172808132,
+      "precision_coffee": 0.9269677359063617,
+      "recall_coffee": 0.8398670674399898,
+      "F1_noncoffee": 0.6895129672116864,
+      "IoU_noncoffee": 0.5261501639925539,
+      "kappa": 0.5734940151284759,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8231976734844711,
+      "mIoU": 0.6512665948768211,
+      "macroF1": 0.781287194588633,
+      "F1_coffee": 0.8770282955612176,
+      "IoU_coffee": 0.7809887747790781,
+      "precision_coffee": 0.9289332891435065,
+      "recall_coffee": 0.8306168240125312,
+      "F1_noncoffee": 0.6855460936160485,
+      "IoU_noncoffee": 0.5215444149745642,
+      "kappa": 0.5660389784385131,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.831809637044297,
+      "mIoU": 0.6596562135336861,
+      "macroF1": 0.7870789470989938,
+      "F1_coffee": 0.8846704713218606,
+      "IoU_coffee": 0.7931920105893276,
+      "precision_coffee": 0.9224565756823822,
+      "recall_coffee": 0.849858177045849,
+      "F1_noncoffee": 0.6894874228761272,
+      "IoU_noncoffee": 0.5261204164780444,
+      "kappa": 0.5760730410964069,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8266681662623114,
+      "mIoU": 0.6541326888915058,
+      "macroF1": 0.7831524670639198,
+      "F1_coffee": 0.8802929427430093,
+      "IoU_coffee": 0.7861814722321322,
+      "precision_coffee": 0.9250897896357106,
+      "recall_coffee": 0.839634223783921,
+      "F1_noncoffee": 0.6860119913848303,
+      "IoU_noncoffee": 0.5220839055508794,
+      "kappa": 0.568956130508346,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8298494513086649,
+      "mIoU": 0.6579702192943548,
+      "macroF1": 0.785969866463404,
+      "F1_coffee": 0.882879893828799,
+      "IoU_coffee": 0.7903177903177904,
+      "precision_coffee": 0.9244291074158136,
+      "recall_coffee": 0.8449049574531138,
+      "F1_noncoffee": 0.6890598390980093,
+      "IoU_noncoffee": 0.5256226482709192,
+      "kappa": 0.5742232575012578,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8368868394415078,
+      "mIoU": 0.6637845309552916,
+      "macroF1": 0.7897278947455002,
+      "F1_coffee": 0.889308066380269,
+      "IoU_coffee": 0.8006793238175642,
+      "precision_coffee": 0.9170039575463212,
+      "recall_coffee": 0.8632361034672538,
+      "F1_noncoffee": 0.6901477231107312,
+      "IoU_noncoffee": 0.5268897380930189,
+      "kappa": 0.5805268921796033,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.837690194251193,
+      "mIoU": 0.6633505067749033,
+      "macroF1": 0.7891564492424549,
+      "F1_coffee": 0.890314875135722,
+      "IoU_coffee": 0.8023130662805034,
+      "precision_coffee": 0.9139729814079985,
+      "recall_coffee": 0.8678506413784345,
+      "F1_noncoffee": 0.6879980233491877,
+      "IoU_noncoffee": 0.5243879472693032,
+      "kappa": 0.5791150681433032,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8341554330885779,
+      "mIoU": 0.6606573887889946,
+      "macroF1": 0.7874759618578226,
+      "F1_coffee": 0.8870777174864345,
+      "IoU_coffee": 0.7970706772830041,
+      "precision_coffee": 0.9179685731105375,
+      "recall_coffee": 0.8581982134541298,
+      "F1_noncoffee": 0.6878742062292108,
+      "IoU_noncoffee": 0.5242441002949852,
+      "kappa": 0.576278203242966,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8357782098041421,
+      "mIoU": 0.6613880908843827,
+      "macroF1": 0.7877855996961771,
+      "F1_coffee": 0.8887049881855897,
+      "IoU_coffee": 0.7997021301612809,
+      "precision_coffee": 0.9150801659378854,
+      "recall_coffee": 0.863807628804877,
+      "F1_noncoffee": 0.6868662112067645,
+      "IoU_noncoffee": 0.5230740516074844,
+      "kappa": 0.5765609315114474,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.835730008515561,
+      "mIoU": 0.663123826630206,
+      "macroF1": 0.789379858029081,
+      "F1_coffee": 0.8881840850430902,
+      "IoU_coffee": 0.798858941569939,
+      "precision_coffee": 0.9188125084853147,
+      "recall_coffee": 0.8595317725752508,
+      "F1_noncoffee": 0.6905756310150717,
+      "IoU_noncoffee": 0.5273887116904729,
+      "kappa": 0.580051062784826,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8379151335979048,
+      "mIoU": 0.6642234181811113,
+      "macroF1": 0.7899022609467867,
+      "F1_coffee": 0.8903382902861119,
+      "IoU_coffee": 0.8023510971786834,
+      "precision_coffee": 0.9151284916201118,
+      "recall_coffee": 0.866855763938868,
+      "F1_noncoffee": 0.6894662316074617,
+      "IoU_noncoffee": 0.5260957391835392,
+      "kappa": 0.5806758858933142,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8347659827439387,
+      "mIoU": 0.6593975308304598,
+      "macroF1": 0.7861858794322203,
+      "F1_coffee": 0.8881030618240376,
+      "IoU_coffee": 0.7987278598688717,
+      "precision_coffee": 0.9137336557406412,
+      "recall_coffee": 0.8638711316201685,
+      "F1_noncoffee": 0.6842686970404028,
+      "IoU_noncoffee": 0.5200672017920478,
+      "kappa": 0.5733190441566658,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8339786950304472,
+      "mIoU": 0.6601018887779293,
+      "macroF1": 0.7870067109578043,
+      "F1_coffee": 0.8870302950790996,
+      "IoU_coffee": 0.7969941060903732,
+      "precision_coffee": 0.9172866026003392,
+      "recall_coffee": 0.8587062359764617,
+      "F1_noncoffee": 0.6869831268365091,
+      "IoU_noncoffee": 0.5232096714654855,
+      "kappa": 0.5752937349657933,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.823261941869246,
+      "mIoU": 0.6483693374574017,
+      "macroF1": 0.7785796309702991,
+      "F1_coffee": 0.8780460764096765,
+      "IoU_coffee": 0.7826043992964288,
+      "precision_coffee": 0.9218502653878388,
+      "recall_coffee": 0.8382159942424114,
+      "F1_noncoffee": 0.6791131855309218,
+      "IoU_noncoffee": 0.5141342756183745,
+      "kappa": 0.5597746830647333,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8247561818152606,
+      "mIoU": 0.6510586872507975,
+      "macroF1": 0.7807407257755038,
+      "F1_coffee": 0.8789791955617199,
+      "IoU_coffee": 0.7840882096761422,
+      "precision_coffee": 0.9236527295198563,
+      "recall_coffee": 0.838427670293383,
+      "F1_noncoffee": 0.6825022559892877,
+      "IoU_noncoffee": 0.5180291648254529,
+      "kappa": 0.5641562717359229,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8363084239785343,
+      "mIoU": 0.6602208542715515,
+      "macroF1": 0.7865984853492263,
+      "F1_coffee": 0.8895944862264028,
+      "IoU_coffee": 0.8011437940389983,
+      "precision_coffee": 0.9113820055067058,
+      "recall_coffee": 0.8688243512129038,
+      "F1_noncoffee": 0.6836024844720497,
+      "IoU_noncoffee": 0.5192979145041049,
+      "kappa": 0.5738948394706924,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8315043622166166,
+      "mIoU": 0.6593118719454386,
+      "macroF1": 0.7868315118005538,
+      "F1_coffee": 0.8844165720646747,
+      "IoU_coffee": 0.7927838921930882,
+      "precision_coffee": 0.9225781232035687,
+      "recall_coffee": 0.8492866517082257,
+      "F1_noncoffee": 0.6892464515364328,
+      "IoU_noncoffee": 0.525839851697789,
+      "kappa": 0.5756152314216832,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8354890020726554,
+      "mIoU": 0.6605050910303281,
+      "macroF1": 0.7870412482959841,
+      "F1_coffee": 0.8886157193364156,
+      "IoU_coffee": 0.7995575740965506,
+      "precision_coffee": 0.9140612761005305,
+      "recall_coffee": 0.8645484949832776,
+      "F1_noncoffee": 0.6854667772555525,
+      "IoU_noncoffee": 0.5214526079641054,
+      "kappa": 0.5750125160929306,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8300261893667957,
+      "mIoU": 0.6546235517802503,
+      "macroF1": 0.7828489978969027,
+      "F1_coffee": 0.8840644828984427,
+      "IoU_coffee": 0.7922182503829988,
+      "precision_coffee": 0.916558729293067,
+      "recall_coffee": 0.8537953515939206,
+      "F1_noncoffee": 0.6816335128953624,
+      "IoU_noncoffee": 0.5170288531775018,
+      "kappa": 0.5671918170941922,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8342679027619339,
+      "mIoU": 0.6598810477683503,
+      "macroF1": 0.7867402463707112,
+      "F1_coffee": 0.8874166402898899,
+      "IoU_coffee": 0.7976181133260085,
+      "precision_coffee": 0.9160413709186778,
+      "recall_coffee": 0.8605266500148173,
+      "F1_noncoffee": 0.6860638524515325,
+      "IoU_noncoffee": 0.5221439822106921,
+      "kappa": 0.5746386772682179,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8362923568823406,
+      "mIoU": 0.6598880304936636,
+      "macroF1": 0.7862963772095983,
+      "F1_coffee": 0.8896613711921857,
+      "IoU_coffee": 0.8012522919673858,
+      "precision_coffee": 0.9107780315292344,
+      "recall_coffee": 0.8695017145760129,
+      "F1_noncoffee": 0.6829313832270111,
+      "IoU_noncoffee": 0.5185237690199413,
+      "kappa": 0.5732519625922299,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8285158823245875,
+      "mIoU": 0.6549957388620902,
+      "macroF1": 0.7835331165664707,
+      "F1_coffee": 0.882210769111918,
+      "IoU_coffee": 0.789246080328581,
+      "precision_coffee": 0.9216029883096221,
+      "recall_coffee": 0.8460480081283603,
+      "F1_noncoffee": 0.6848554640210234,
+      "IoU_noncoffee": 0.5207453973955994,
+      "kappa": 0.5691721494664301,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8307974099840936,
+      "mIoU": 0.6560125324519022,
+      "macroF1": 0.7839582309111043,
+      "F1_coffee": 0.8845525603218628,
+      "IoU_coffee": 0.793002457002457,
+      "precision_coffee": 0.9173886349682788,
+      "recall_coffee": 0.8539858600397952,
+      "F1_noncoffee": 0.6833639015003458,
+      "IoU_noncoffee": 0.5190226079013474,
+      "kappa": 0.5694293828764031,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8303635983868636,
+      "mIoU": 0.6559978330412752,
+      "macroF1": 0.7840421114137557,
+      "F1_coffee": 0.8840595625054907,
+      "IoU_coffee": 0.792210348152959,
+      "precision_coffee": 0.9185568892337183,
+      "recall_coffee": 0.8520596079759536,
+      "F1_noncoffee": 0.6840246603220207,
+      "IoU_noncoffee": 0.5197853179295916,
+      "kappa": 0.5697381252609716,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8347177814553576,
+      "mIoU": 0.6586830066235423,
+      "macroF1": 0.7855398139736838,
+      "F1_coffee": 0.8882370196538575,
+      "IoU_coffee": 0.7989445910290237,
+      "precision_coffee": 0.9124349902903953,
+      "recall_coffee": 0.8652893611616782,
+      "F1_noncoffee": 0.6828426082935101,
+      "IoU_noncoffee": 0.518421422218061,
+      "kappa": 0.5719339893822262,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8354890020726554,
+      "mIoU": 0.6595213178743418,
+      "macroF1": 0.7861384858251339,
+      "F1_coffee": 0.8888720058174241,
+      "IoU_coffee": 0.7999726498398062,
+      "precision_coffee": 0.9121060251698407,
+      "recall_coffee": 0.8667922611235764,
+      "F1_noncoffee": 0.6834049658328437,
+      "IoU_noncoffee": 0.5190699859088774,
+      "kappa": 0.5730661937043274,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8339947621266408,
+      "mIoU": 0.6561007518542906,
+      "macroF1": 0.7833190816515763,
+      "F1_coffee": 0.8881067382875956,
+      "IoU_coffee": 0.7987338073439174,
+      "precision_coffee": 0.9092380698953344,
+      "recall_coffee": 0.8679353117988231,
+      "F1_noncoffee": 0.678531425015557,
+      "IoU_noncoffee": 0.5134676963646638,
+      "kappa": 0.5673096081586304,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8261058178955317,
+      "mIoU": 0.6516254444280034,
+      "macroF1": 0.7809597306851799,
+      "F1_coffee": 0.8804022321675231,
+      "IoU_coffee": 0.7863558301585108,
+      "precision_coffee": 0.9209996994428132,
+      "recall_coffee": 0.8432327166504382,
+      "F1_noncoffee": 0.6815172292028367,
+      "IoU_noncoffee": 0.5168950586974959,
+      "kappa": 0.5641745021898598,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.832355918314883,
+      "mIoU": 0.658362293711708,
+      "macroF1": 0.7857720535888353,
+      "F1_coffee": 0.885669829721023,
+      "IoU_coffee": 0.7948001887979862,
+      "precision_coffee": 0.9180826896865061,
+      "recall_coffee": 0.8554675923965962,
+      "F1_noncoffee": 0.6858742774566474,
+      "IoU_noncoffee": 0.5219243986254296,
+      "kappa": 0.573006402602719,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8353925994954932,
+      "mIoU": 0.6596506628657466,
+      "macroF1": 0.786278791826553,
+      "F1_coffee": 0.8887320119467825,
+      "IoU_coffee": 0.799745895230649,
+      "precision_coffee": 0.912609015680414,
+      "recall_coffee": 0.8660725625502731,
+      "F1_noncoffee": 0.6838255717063235,
+      "IoU_noncoffee": 0.5195554305008441,
+      "kappa": 0.5733873968418712,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.832243448641527,
+      "mIoU": 0.6592828749910704,
+      "macroF1": 0.7866412576873162,
+      "F1_coffee": 0.8852801248173338,
+      "IoU_coffee": 0.7941727285272143,
+      "precision_coffee": 0.920381074227228,
+      "recall_coffee": 0.8527581389441599,
+      "F1_noncoffee": 0.6880023905572986,
+      "IoU_noncoffee": 0.5243930214549264,
+      "kappa": 0.5749637986374093,
+      "n_pixels": 62239
+    },
+    {
+      "OA": 0.8311348190041614,
+      "mIoU": 0.6555583019279941,
+      "macroF1": 0.7834629835911091,
+      "F1_coffee": 0.8850637562607993,
+      "IoU_coffee": 0.7938245448838669,
+      "precision_coffee": 0.9155203619909502,
+      "recall_coffee": 0.8565683078616485,
+      "F1_noncoffee": 0.6818622109214191,
+      "IoU_noncoffee": 0.5172920589721214,
+      "kappa": 0.5682485383846403,
+      "n_pixels": 62239
+    }
+  ],
+  "epoch_min": [
+    0.051333296298980716,
+    0.05115699768066406,
+    0.050789348284403485,
+    0.05127137899398804,
+    0.051588042577107744,
+    0.05070717334747314,
+    0.050975573062896726,
+    0.0512291431427002,
+    0.05188043117523193,
+    0.05107932488123576,
+    0.0512758731842041,
+    0.05084824959437052,
+    0.051070503393809,
+    0.051074238618214925,
+    0.051263487339019774,
+    0.05127120018005371,
+    0.05114114681879679,
+    0.05084671974182129,
+    0.05090699195861816,
+    0.050721943378448486,
+    0.0509124477704366,
+    0.05073692401250204,
+    0.05102766752243042,
+    0.05106581449508667,
+    0.05118454297383626,
+    0.05090452829996745,
+    0.050905315081278484,
+    0.05139652093251546,
+    0.05106138785680135,
+    0.050799365838368735,
+    0.05080115795135498,
+    0.051125633716583255,
+    0.05130599737167359,
+    0.0509767214457194,
+    0.05114918152491252,
+    0.050857206185658775,
+    0.05074216922124227,
+    0.05095177888870239,
+    0.05092911720275879,
+    0.051054851214090986,
+    0.050741537412007647,
+    0.05123523473739624,
+    0.051367739836374916,
+    0.050746055444081624,
+    0.051107943058013916,
+    0.050821316242218015,
+    0.050804563363393146,
+    0.05087931156158447,
+    0.05092643896738688,
+    0.05073249340057373
+  ],
+  "epoch0_val": {
+    "OA": 0.8479570687189705,
+    "mIoU": 0.6764929861040108,
+    "macroF1": 0.7987996417514591,
+    "F1_coffee": 0.898250594066858,
+    "IoU_coffee": 0.815294829504421,
+    "precision_coffee": 0.9127859968095103,
+    "recall_coffee": 0.8841708649083443,
+    "F1_noncoffee": 0.6993486894360603,
+    "IoU_noncoffee": 0.5376911427036005,
+    "kappa": 0.5979005708386563,
+    "n_pixels": 62239
+  },
+  "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_f3_s2_r0.1/results.json

@@ -0,0 +1,476 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lpft_m75_es50p30_spatial_f3_s2_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_f3_s2_r0.1",
+    "val_epoch0": 0.6764929861040108
+  },
+  "experiment": "spatial",
+  "fold": 3,
+  "seed": 2,
+  "ratio": "0.1",
+  "train_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "test_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "subset_hash": "68b3657da856",
+  "n_blocks": 87,
+  "n_train_hard": 17418,
+  "n_train_soft": 2040,
+  "best_epoch": 0,
+  "stopped_epoch": 50,
+  "best_val": 0.6764929861040108,
+  "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": 3,
+    "seed": 2,
+    "ratio": "0.1",
+    "subset_hash": "68b3657da856",
+    "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": 3,
+      "ssl": [
+        100,
+        64,
+        4,
+        0.001,
+        0.75,
+        4,
+        0.2,
+        12,
+        15,
+        20
+      ]
+    },
+    "ssl_ckpt": "9e73bdaa3eea",
+    "lpft": [
+      0.0001,
+      0.0001,
+      3,
+      true,
+      0.99,
+      0.0
+    ],
+    "init": {
+      "from": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f3_s2_r0.1",
+      "sha1": "0cf2aa5b1232"
+    }
+  },
+  "norm_stats": {
+    "median": [
+      0.047200001776218414,
+      0.07329999655485153,
+      0.05999999865889549,
+      0.12160000205039978,
+      0.26269999146461487,
+      0.3181999921798706,
+      0.3240000009536743,
+      0.3540000021457672,
+      0.265500009059906,
+      0.14399999380111694
+    ],
+    "scale": [
+      0.027502854832919994,
+      0.027058078920354483,
+      0.0366207168561951,
+      0.03180233138788109,
+      0.055523621340712766,
+      0.07383345905741133,
+      0.0701270133705111,
+      0.07442650097155165,
+      0.05685792146321064,
+      0.048703744265853964
+    ],
+    "n_labeled_site_px": 1200000,
+    "n_unlabeled_px": 200000
+  },
+  "test": {
+    "OA": 0.8221013573512622,
+    "mIoU": 0.6511244303611856,
+    "macroF1": 0.7814037721632078,
+    "F1_coffee": 0.8757241761284963,
+    "IoU_coffee": 0.7789228919936154,
+    "precision_coffee": 0.8479310122916532,
+    "recall_coffee": 0.9054010719684823,
+    "F1_noncoffee": 0.6870833681979193,
+    "IoU_noncoffee": 0.5233259687287559,
+    "kappa": 0.563987039941122,
+    "n_pixels": 63064
+  },
+  "confusion": [
+    [
+      12317,
+      7089
+    ],
+    [
+      4130,
+      39528
+    ]
+  ],
+  "test_all_drawn": {
+    "OA": 0.7938156224760586,
+    "mIoU": 0.6130882397961347,
+    "macroF1": 0.7517839438885865,
+    "F1_coffee": 0.8539256958352066,
+    "IoU_coffee": 0.7450875503726686,
+    "precision_coffee": 0.8293999722117464,
+    "recall_coffee": 0.8799460905089814,
+    "F1_noncoffee": 0.6496421919419665,
+    "IoU_noncoffee": 0.4810889292196007,
+    "kappa": 0.5046068591715687,
+    "n_pixels": 69336
+  },
+  "test_changed": {
+    "OA": 0.19437939110070257,
+    "mIoU": 0.097940449730546,
+    "macroF1": 0.16507227347395823,
+    "F1_coffee": 0.3214990138067061,
+    "IoU_coffee": 0.19153936545240893,
+    "precision_coffee": 0.9939024390243902,
+    "recall_coffee": 0.19176470588235295,
+    "F1_noncoffee": 0.008645533141210375,
+    "IoU_noncoffee": 0.004341534008683068,
+    "kappa": -0.0006744374578476817,
+    "n_pixels": 854
+  },
+  "test_per_year": {
+    "2023": {
+      "OA": 0.815225212260757,
+      "mIoU": 0.6413361796263717,
+      "macroF1": 0.7738492120129596,
+      "F1_coffee": 0.8705819110334633,
+      "IoU_coffee": 0.770823417420276,
+      "precision_coffee": 0.8421736869474779,
+      "recall_coffee": 0.9009735744089012,
+      "F1_noncoffee": 0.677116512992456,
+      "IoU_noncoffee": 0.5118489418324673,
+      "kappa": 0.5489787856715986,
+      "n_pixels": 20847
+    },
+    "2024": {
+      "OA": 0.8223396154578336,
+      "mIoU": 0.6522497144793323,
+      "macroF1": 0.782389328276989,
+      "F1_coffee": 0.8756288522405464,
+      "IoU_coffee": 0.7787720753822449,
+      "precision_coffee": 0.8493407445708376,
+      "recall_coffee": 0.9035962318641271,
+      "F1_noncoffee": 0.6891498043134316,
+      "IoU_noncoffee": 0.5257273535764198,
+      "kappa": 0.5658182363103194,
+      "n_pixels": 21012
+    },
+    "2025": {
+      "OA": 0.8286253242159868,
+      "mIoU": 0.6597969476262879,
+      "macroF1": 0.787908763020253,
+      "F1_coffee": 0.8808368310598111,
+      "IoU_coffee": 0.787049516554351,
+      "precision_coffee": 0.8521667406890425,
+      "recall_coffee": 0.9115032236172379,
+      "F1_noncoffee": 0.694980694980695,
+      "IoU_noncoffee": 0.5325443786982249,
+      "kappa": 0.5770429616697332,
+      "n_pixels": 21205
+    }
+  },
+  "test_per_site": {
+    "p04:2023": {
+      "OA": 0.8433641975308642,
+      "mIoU": 0.6602645117496271,
+      "macroF1": 0.7850572430679637,
+      "F1_coffee": 0.8970065956367326,
+      "IoU_coffee": 0.8132474701011959,
+      "precision_coffee": 0.8518429294145989,
+      "recall_coffee": 0.9472274310206268,
+      "F1_noncoffee": 0.6731078904991948,
+      "IoU_noncoffee": 0.5072815533980582,
+      "kappa": 0.5739159393033306,
+      "n_pixels": 10368
+    },
+    "p04:2024": {
+      "OA": 0.8118792971734148,
+      "mIoU": 0.6055139089246508,
+      "macroF1": 0.7392789747727766,
+      "F1_coffee": 0.8768596074509314,
+      "IoU_coffee": 0.7807212822796082,
+      "precision_coffee": 0.8322259136212624,
+      "recall_coffee": 0.926552179656539,
+      "F1_noncoffee": 0.6016983420946219,
+      "IoU_noncoffee": 0.43030653556969345,
+      "kappa": 0.4833645604272314,
+      "n_pixels": 10472
+    },
+    "p04:2025": {
+      "OA": 0.8302670063213511,
+      "mIoU": 0.6388786886375547,
+      "macroF1": 0.7679063289877344,
+      "F1_coffee": 0.8882122662026968,
+      "IoU_coffee": 0.798904538341158,
+      "precision_coffee": 0.8511373109443849,
+      "recall_coffee": 0.9286642411642412,
+      "F1_noncoffee": 0.6476003917727718,
+      "IoU_noncoffee": 0.4788528389339513,
+      "kappa": 0.5385726423171282,
+      "n_pixels": 10599
+    },
+    "p09:2023": {
+      "OA": 0.7873842923943124,
+      "mIoU": 0.6202351518351351,
+      "macroF1": 0.7603943392863344,
+      "F1_coffee": 0.8408116604744212,
+      "IoU_coffee": 0.72534516765286,
+      "precision_coffee": 0.8308387461169161,
+      "recall_coffee": 0.8510269019380966,
+      "F1_noncoffee": 0.6799770180982476,
+      "IoU_noncoffee": 0.5151251360174103,
+      "kappa": 0.5209274441999525,
+      "n_pixels": 10479
+    },
+    "p09:2024": {
+      "OA": 0.8327324478178368,
+      "mIoU": 0.6885255626523433,
+      "macroF1": 0.8123067546738492,
+      "F1_coffee": 0.8742241563815367,
+      "IoU_coffee": 0.7765525982256021,
+      "precision_coffee": 0.8698182850653038,
+      "recall_coffee": 0.8786748888570199,
+      "F1_noncoffee": 0.7503893529661617,
+      "IoU_noncoffee": 0.6004985270790846,
+      "kappa": 0.6246326223514126,
+      "n_pixels": 10540
+    },
+    "p09:2025": {
+      "OA": 0.8269847256270035,
+      "mIoU": 0.6747074933889172,
+      "macroF1": 0.8015498659952445,
+      "F1_coffee": 0.8725959869471638,
+      "IoU_coffee": 0.7739869442049514,
+      "precision_coffee": 0.8533405757740359,
+      "recall_coffee": 0.8927404460860918,
+      "F1_noncoffee": 0.730503745043325,
+      "IoU_noncoffee": 0.5754280425728829,
+      "kappa": 0.603526748159513,
+      "n_pixels": 10606
+    }
+  },
+  "acc_by_clear_obs": {
+    "bins": [
+      0,
+      10,
+      20,
+      30,
+      40,
+      50,
+      60,
+      1000
+    ],
+    "correct_total": [
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        9178,
+        11000
+      ],
+      [
+        42535,
+        51930
+      ],
+      [
+        132,
+        134
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ]
+    ]
+  },
+  "minutes": 2.5516820271809895,
+  "test_tta": {
+    "OA": 0.8294272485094507,
+    "mIoU": 0.6554991943750199,
+    "macroF1": 0.7837926332837855,
+    "F1_coffee": 0.8831230918000369,
+    "IoU_coffee": 0.7907076288499328,
+    "precision_coffee": 0.840033899005767,
+    "recall_coffee": 0.9308717760776948,
+    "F1_noncoffee": 0.6844621747675339,
+    "IoU_noncoffee": 0.520290759900107,
+    "kappa": 0.5706352131296559,
+    "n_pixels": 63064
+  },
+  "test_tta_all_drawn": {
+    "OA": 0.801243221414561,
+    "mIoU": 0.6160996206870373,
+    "macroF1": 0.752866030000233,
+    "F1_coffee": 0.8622079129713137,
+    "IoU_coffee": 0.7577903931665992,
+    "precision_coffee": 0.8208506263564711,
+    "recall_coffee": 0.9079537557647356,
+    "F1_noncoffee": 0.6435241470291523,
+    "IoU_noncoffee": 0.4744088482074752,
+    "kappa": 0.5089568490037748,
+    "n_pixels": 69336
+  },
+  "confusion_tta": [
+    [
+      11667,
+      7739
+    ],
+    [
+      3018,
+      40640
+    ]
+  ]
+}