vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_r0.05: test mIoU 0.6539

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_r0.05/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55de155dff0231d62f63a2ba1fc274c7669f661f3761b6036c32eaf4977df79b
+size 2216047

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_r0.05/history.json

@@ -0,0 +1,1403 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_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,
+    51,
+    52,
+    53,
+    54,
+    55,
+    56,
+    57,
+    58,
+    59,
+    60,
+    61,
+    62,
+    63,
+    64,
+    65,
+    66,
+    67,
+    68,
+    69,
+    70,
+    71,
+    72,
+    73,
+    74,
+    75,
+    76,
+    77,
+    78,
+    79,
+    80,
+    81,
+    82,
+    83,
+    84,
+    85,
+    86,
+    87
+  ],
+  "train_loss": [
+    0.5234911618754268,
+    0.4758715843781829,
+    0.45225585997104645,
+    0.4396604849025607,
+    0.4253879487514496,
+    0.4081791271455586,
+    0.3870348893105984,
+    0.3848451762460172,
+    0.37323264963924885,
+    0.3603681626264006,
+    0.3467996986582875,
+    0.3374789597000927,
+    0.33000721991993487,
+    0.32665030006319284,
+    0.3240510914474726,
+    0.3183187854010612,
+    0.306885956088081,
+    0.3153063775971532,
+    0.3025948158465326,
+    0.30392174725420773,
+    0.2917661254759878,
+    0.3042196687310934,
+    0.28542594565078616,
+    0.2834024450276047,
+    0.278628058033064,
+    0.28694428387098014,
+    0.2991325994953513,
+    0.294053855817765,
+    0.27090827701613307,
+    0.27312129153870046,
+    0.26910320622846484,
+    0.27773764939047396,
+    0.2674757980275899,
+    0.2682507405988872,
+    0.27448432822711766,
+    0.2807725640013814,
+    0.2614639683160931,
+    0.28381503908894956,
+    0.2595582588110119,
+    0.26722271437756717,
+    0.2654285228345543,
+    0.2666333883535117,
+    0.25851692259311676,
+    0.26453106803819537,
+    0.2551577298436314,
+    0.2674041693098843,
+    0.2470788098871708,
+    0.26076347031630576,
+    0.25460665626451373,
+    0.2530540581792593,
+    0.25438661174848676,
+    0.24651382793672383,
+    0.25129788438789546,
+    0.25935264746658504,
+    0.2647688726428896,
+    0.26320084161125124,
+    0.2518266886472702,
+    0.25214689900167286,
+    0.2537819682620466,
+    0.2290403286460787,
+    0.236094317631796,
+    0.2506259395740926,
+    0.2395281356293708,
+    0.2531760352430865,
+    0.2422916090581566,
+    0.23805693094618618,
+    0.23932512244209647,
+    0.2591963792219758,
+    0.2435484048910439,
+    0.24678209889680147,
+    0.23726773110684007,
+    0.23073914693668485,
+    0.23571655771229416,
+    0.2328136176802218,
+    0.25254191318526864,
+    0.24988847924396396,
+    0.23696266091428697,
+    0.24176802253350616,
+    0.22531230933964252,
+    0.22994490596465766,
+    0.237494203960523,
+    0.23996906098909676,
+    0.24523761426098645,
+    0.2292213870678097,
+    0.23937329882755876,
+    0.2229794915765524,
+    0.23146391985937953
+  ],
+  "val": [
+    {
+      "OA": 0.6317599025857746,
+      "mIoU": 0.46120812298030517,
+      "macroF1": 0.6310887018352325,
+      "F1_coffee": 0.6153529609816318,
+      "IoU_coffee": 0.4444114230135358,
+      "precision_coffee": 0.8741563479832066,
+      "recall_coffee": 0.47478712656949057,
+      "F1_noncoffee": 0.6468244426888332,
+      "IoU_noncoffee": 0.4780048229470745,
+      "kappa": 0.31713465443596384,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6466585488145549,
+      "mIoU": 0.47754351849756727,
+      "macroF1": 0.6463112171745182,
+      "F1_coffee": 0.635227566828114,
+      "IoU_coffee": 0.46544577791022135,
+      "precision_coffee": 0.8833873206848681,
+      "recall_coffee": 0.4959157165536152,
+      "F1_noncoffee": 0.6573948675209224,
+      "IoU_noncoffee": 0.48964125908491324,
+      "kappa": 0.3414349206547439,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.635251772795645,
+      "mIoU": 0.4642850769006619,
+      "macroF1": 0.6337406546127241,
+      "F1_coffee": 0.6102148994393096,
+      "IoU_coffee": 0.4390714069341558,
+      "precision_coffee": 0.9052918464683171,
+      "recall_coffee": 0.4602107086159619,
+      "F1_noncoffee": 0.6572664097861386,
+      "IoU_noncoffee": 0.48949874686716793,
+      "kappa": 0.33006450937885184,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6649416230929016,
+      "mIoU": 0.4979535360031555,
+      "macroF1": 0.6648127498692753,
+      "F1_coffee": 0.65824033315677,
+      "IoU_coffee": 0.49057990743261637,
+      "precision_coffee": 0.8962892956625547,
+      "recall_coffee": 0.5201039110982826,
+      "F1_noncoffee": 0.6713851665817805,
+      "IoU_noncoffee": 0.5053271645736946,
+      "kappa": 0.3722068193398734,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6511532125205931,
+      "mIoU": 0.48255872178932646,
+      "macroF1": 0.6509207789129494,
+      "F1_coffee": 0.6419131297906365,
+      "IoU_coffee": 0.47265984516268744,
+      "precision_coffee": 0.8837432938556534,
+      "recall_coffee": 0.5039976908644827,
+      "F1_noncoffee": 0.6599284280352623,
+      "IoU_noncoffee": 0.4924575984159654,
+      "kappa": 0.34819363563537425,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7003438149129718,
+      "mIoU": 0.5385719559990679,
+      "macroF1": 0.7000181450319647,
+      "F1_coffee": 0.7099022259205325,
+      "IoU_coffee": 0.5502700959445296,
+      "precision_coffee": 0.8887104475020617,
+      "recall_coffee": 0.5909943714821764,
+      "F1_noncoffee": 0.6901340641433967,
+      "IoU_noncoffee": 0.5268738160536063,
+      "kappa": 0.4249033627532009,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7544588496526037,
+      "mIoU": 0.601873222156101,
+      "macroF1": 0.7507146086612286,
+      "F1_coffee": 0.7812659520163349,
+      "IoU_coffee": 0.6410471204188481,
+      "precision_coffee": 0.8732303961772991,
+      "recall_coffee": 0.7068263818732862,
+      "F1_noncoffee": 0.7201632653061224,
+      "IoU_noncoffee": 0.5626993238933538,
+      "kappa": 0.5084047633980683,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6667502327913474,
+      "mIoU": 0.4999027679205955,
+      "macroF1": 0.6665235414700477,
+      "F1_coffee": 0.6578289328528352,
+      "IoU_coffee": 0.4901230170689608,
+      "precision_coffee": 0.9060932988907461,
+      "recall_coffee": 0.5163515658825227,
+      "F1_noncoffee": 0.67521815008726,
+      "IoU_noncoffee": 0.5096825187722303,
+      "kappa": 0.37741128281197833,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7363011245612778,
+      "mIoU": 0.58125032620194,
+      "macroF1": 0.7348803977480478,
+      "F1_coffee": 0.7542881932857238,
+      "IoU_coffee": 0.6055077821532856,
+      "precision_coffee": 0.8938585043698343,
+      "recall_coffee": 0.6524173762447684,
+      "F1_noncoffee": 0.7154726022103718,
+      "IoU_noncoffee": 0.5569928702505942,
+      "kappa": 0.4843196494696655,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7246257431416088,
+      "mIoU": 0.5673357806619639,
+      "macroF1": 0.7237623758516234,
+      "F1_coffee": 0.7392056439304006,
+      "IoU_coffee": 0.5863015172710643,
+      "precision_coffee": 0.8960980222852679,
+      "recall_coffee": 0.6290662433251551,
+      "F1_noncoffee": 0.7083191077728462,
+      "IoU_noncoffee": 0.5483700440528634,
+      "kappa": 0.4658384098417798,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7459530119618939,
+      "mIoU": 0.5906299868455869,
+      "macroF1": 0.7417801800650304,
+      "F1_coffee": 0.7746055955388208,
+      "IoU_coffee": 0.6321275768183586,
+      "precision_coffee": 0.861474309138455,
+      "recall_coffee": 0.703651320536874,
+      "F1_noncoffee": 0.7089547645912401,
+      "IoU_noncoffee": 0.5491323968728151,
+      "kappa": 0.4902532541084687,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7393453191032161,
+      "mIoU": 0.583512237779433,
+      "macroF1": 0.7363624991525877,
+      "F1_coffee": 0.7644050239544219,
+      "IoU_coffee": 0.6186533927167933,
+      "precision_coffee": 0.8701131213382954,
+      "recall_coffee": 0.6815990763457931,
+      "F1_noncoffee": 0.7083199743507534,
+      "IoU_noncoffee": 0.5483710828420726,
+      "kappa": 0.48218690733101316,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7393095050497815,
+      "mIoU": 0.5844829278334372,
+      "macroF1": 0.7373512161170184,
+      "F1_coffee": 0.7600303300036264,
+      "IoU_coffee": 0.6129426778687653,
+      "precision_coffee": 0.8859767111179432,
+      "recall_coffee": 0.6654351277240583,
+      "F1_noncoffee": 0.7146721022304104,
+      "IoU_noncoffee": 0.5560231777981092,
+      "kappa": 0.4870280383292461,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7508416302557124,
+      "mIoU": 0.596949622792058,
+      "macroF1": 0.7467946674493385,
+      "F1_coffee": 0.7788057993132392,
+      "IoU_coffee": 0.6377411544169336,
+      "precision_coffee": 0.8668034962312892,
+      "recall_coffee": 0.7070284312310579,
+      "F1_noncoffee": 0.7147835355854378,
+      "IoU_noncoffee": 0.5561580911671824,
+      "kappa": 0.5002309169869933,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7567688560991332,
+      "mIoU": 0.6045084725117588,
+      "macroF1": 0.7527070353034404,
+      "F1_coffee": 0.7844002476151172,
+      "IoU_coffee": 0.6452783871304711,
+      "precision_coffee": 0.8713852447453801,
+      "recall_coffee": 0.7132053687400779,
+      "F1_noncoffee": 0.7210138229917638,
+      "IoU_noncoffee": 0.5637385578930464,
+      "kappa": 0.5117102964562396,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7577895566220185,
+      "mIoU": 0.6051966278358318,
+      "macroF1": 0.753122701321741,
+      "F1_coffee": 0.7870658984288907,
+      "IoU_coffee": 0.6488941958259786,
+      "precision_coffee": 0.8656716417910447,
+      "recall_coffee": 0.7215471207966517,
+      "F1_noncoffee": 0.7191795042145912,
+      "IoU_noncoffee": 0.561499059845685,
+      "kappa": 0.5115566915192088,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7438220757825371,
+      "mIoU": 0.5884862947469358,
+      "macroF1": 0.7401908568527191,
+      "F1_coffee": 0.7709060628382923,
+      "IoU_coffee": 0.6272149259954138,
+      "precision_coffee": 0.865796194381497,
+      "recall_coffee": 0.6947611487949199,
+      "F1_noncoffee": 0.7094756508671459,
+      "IoU_noncoffee": 0.5497576634984579,
+      "kappa": 0.4881781921004203,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7532411718358284,
+      "mIoU": 0.6003585352973404,
+      "macroF1": 0.7495383938504212,
+      "F1_coffee": 0.779991697799917,
+      "IoU_coffee": 0.6393331064988091,
+      "precision_coffee": 0.8727357176033441,
+      "recall_coffee": 0.7050656660412759,
+      "F1_noncoffee": 0.7190850899009255,
+      "IoU_noncoffee": 0.5613839640958717,
+      "kappa": 0.5061970457865693,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7556586204426617,
+      "mIoU": 0.6030700792799044,
+      "macroF1": 0.7515828951043841,
+      "F1_coffee": 0.7834023842405194,
+      "IoU_coffee": 0.6439289162600141,
+      "precision_coffee": 0.8703442437923251,
+      "recall_coffee": 0.7122528503391543,
+      "F1_noncoffee": 0.7197634059682487,
+      "IoU_noncoffee": 0.5622112422997947,
+      "kappa": 0.5094984662409995,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7751951865912184,
+      "mIoU": 0.6228548627535924,
+      "macroF1": 0.7658262225751723,
+      "F1_coffee": 0.8126660100874444,
+      "IoU_coffee": 0.6844460084456063,
+      "precision_coffee": 0.8412369860051284,
+      "recall_coffee": 0.7859720017318517,
+      "F1_noncoffee": 0.7189864350629002,
+      "IoU_noncoffee": 0.5612637170615783,
+      "kappa": 0.5324614322129362,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7502686054007592,
+      "mIoU": 0.597792948073453,
+      "macroF1": 0.7477700981220292,
+      "F1_coffee": 0.7728738477574021,
+      "IoU_coffee": 0.6298242819981951,
+      "precision_coffee": 0.8867959786224165,
+      "recall_coffee": 0.6848895944580747,
+      "F1_noncoffee": 0.7226663484866563,
+      "IoU_noncoffee": 0.565761614148711,
+      "kappa": 0.5055049403959867,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7628751522097271,
+      "mIoU": 0.6115491630975807,
+      "macroF1": 0.7580102406944215,
+      "F1_coffee": 0.7923214453749883,
+      "IoU_coffee": 0.6560698145550881,
+      "precision_coffee": 0.8675344300580417,
+      "recall_coffee": 0.7291095396161063,
+      "F1_noncoffee": 0.7236990360138547,
+      "IoU_noncoffee": 0.5670285116400733,
+      "kappa": 0.5208123900855535,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7556228063892272,
+      "mIoU": 0.5998150038788685,
+      "macroF1": 0.7484044149377116,
+      "F1_coffee": 0.7910203206590816,
+      "IoU_coffee": 0.6542875237492084,
+      "precision_coffee": 0.84245547654772,
+      "recall_coffee": 0.74550440178958,
+      "F1_noncoffee": 0.7057885092163415,
+      "IoU_noncoffee": 0.5453424840085288,
+      "kappa": 0.4994357183441468,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.714293388725736,
+      "mIoU": 0.5542108215092052,
+      "macroF1": 0.7128516539209024,
+      "F1_coffee": 0.7331984414976338,
+      "IoU_coffee": 0.578779238608163,
+      "precision_coffee": 0.8714819526156782,
+      "recall_coffee": 0.6327897243469476,
+      "F1_noncoffee": 0.692504866344171,
+      "IoU_noncoffee": 0.5296424044102473,
+      "kappa": 0.44189853514891186,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7719898288088246,
+      "mIoU": 0.6206144124351782,
+      "macroF1": 0.7644658250373462,
+      "F1_coffee": 0.8065628560577288,
+      "IoU_coffee": 0.6758318694467782,
+      "precision_coffee": 0.8513790891597177,
+      "recall_coffee": 0.7662288930581613,
+      "F1_noncoffee": 0.7223687940169635,
+      "IoU_noncoffee": 0.5653969554235784,
+      "kappa": 0.5307976573062427,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7789914762552825,
+      "mIoU": 0.6227196286435275,
+      "macroF1": 0.764798667943235,
+      "F1_coffee": 0.8225755441189155,
+      "IoU_coffee": 0.6986227778863059,
+      "precision_coffee": 0.8193716527765845,
+      "recall_coffee": 0.8258045894068408,
+      "F1_noncoffee": 0.7070217917675545,
+      "IoU_noncoffee": 0.5468164794007491,
+      "kappa": 0.5296092119997826,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.6920886755963039,
+      "mIoU": 0.5290975984459653,
+      "macroF1": 0.6920237215907312,
+      "F1_coffee": 0.6964963374812462,
+      "IoU_coffee": 0.534326337169939,
+      "precision_coffee": 0.8964107223989096,
+      "recall_coffee": 0.5694905469764757,
+      "F1_noncoffee": 0.6875511057002163,
+      "IoU_noncoffee": 0.5238688597219915,
+      "kappa": 0.41404943169168706,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.746597664923716,
+      "mIoU": 0.5912337705466141,
+      "macroF1": 0.7422155296896162,
+      "F1_coffee": 0.7758257425742574,
+      "IoU_coffee": 0.6337543351105129,
+      "precision_coffee": 0.8597963483146067,
+      "recall_coffee": 0.7067975176793188,
+      "F1_noncoffee": 0.708605316804975,
+      "IoU_noncoffee": 0.5487132059827152,
+      "kappa": 0.4907449148661083,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7461320822290667,
+      "mIoU": 0.58936810077856,
+      "macroF1": 0.7404719942494287,
+      "F1_coffee": 0.7787988953207159,
+      "IoU_coffee": 0.6377318955384065,
+      "precision_coffee": 0.8475514501120696,
+      "recall_coffee": 0.720363688843989,
+      "F1_noncoffee": 0.7021450931781414,
+      "IoU_noncoffee": 0.5410043060187134,
+      "kappa": 0.4855027415977342,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7470274335649308,
+      "mIoU": 0.5908028139219031,
+      "macroF1": 0.7416741671329148,
+      "F1_coffee": 0.7788613559162845,
+      "IoU_coffee": 0.6378156646583771,
+      "precision_coffee": 0.8508789930911828,
+      "recall_coffee": 0.7180834175205657,
+      "F1_noncoffee": 0.704486978349545,
+      "IoU_noncoffee": 0.5437899631854292,
+      "kappa": 0.48824741011117856,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7628751522097271,
+      "mIoU": 0.6105779055853441,
+      "macroF1": 0.7570763672599432,
+      "F1_coffee": 0.7946085122223601,
+      "IoU_coffee": 0.6592119823969941,
+      "precision_coffee": 0.8587856639957085,
+      "recall_coffee": 0.7393563284745274,
+      "F1_noncoffee": 0.7195442222975262,
+      "IoU_noncoffee": 0.5619438287736941,
+      "kappa": 0.5178295669040897,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7516295394312729,
+      "mIoU": 0.5983632774824484,
+      "macroF1": 0.7479867589858089,
+      "F1_coffee": 0.778285750823236,
+      "IoU_coffee": 0.6370440152823572,
+      "precision_coffee": 0.8721384301221653,
+      "recall_coffee": 0.702669937941983,
+      "F1_noncoffee": 0.7176877671483819,
+      "IoU_noncoffee": 0.5596825396825397,
+      "kappa": 0.503297627480258,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7551572236945777,
+      "mIoU": 0.6007957303041362,
+      "macroF1": 0.7494850524427331,
+      "F1_coffee": 0.7871807243918004,
+      "IoU_coffee": 0.6490503080082135,
+      "precision_coffee": 0.8542328221066144,
+      "recall_coffee": 0.7298888728532256,
+      "F1_noncoffee": 0.7117893804936658,
+      "IoU_noncoffee": 0.5525411526000589,
+      "kappa": 0.5031160752638634,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7486211589427691,
+      "mIoU": 0.5912134750830351,
+      "macroF1": 0.7416707313242934,
+      "F1_coffee": 0.7840440588271491,
+      "IoU_coffee": 0.6447964373371119,
+      "precision_coffee": 0.8393886491649922,
+      "recall_coffee": 0.7355462548708327,
+      "F1_noncoffee": 0.6992974038214378,
+      "IoU_noncoffee": 0.5376305128289582,
+      "kappa": 0.4864501624650882,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7640928300265024,
+      "mIoU": 0.6103532592960794,
+      "macroF1": 0.7565621369128173,
+      "F1_coffee": 0.7993786738951665,
+      "IoU_coffee": 0.6658041603247082,
+      "precision_coffee": 0.8460720157312788,
+      "recall_coffee": 0.7575696348679463,
+      "F1_noncoffee": 0.713745599930468,
+      "IoU_noncoffee": 0.5549023582674505,
+      "kappa": 0.5152309858789306,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7643614354272616,
+      "mIoU": 0.6114142297638626,
+      "macroF1": 0.7575188015221697,
+      "F1_coffee": 0.7982522039095439,
+      "IoU_coffee": 0.6642427025923658,
+      "precision_coffee": 0.851308044473512,
+      "recall_coffee": 0.7514215615528936,
+      "F1_noncoffee": 0.7167853991347954,
+      "IoU_noncoffee": 0.5585857569353594,
+      "kappa": 0.5176675455208923,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7000035814053435,
+      "mIoU": 0.5375222890165473,
+      "macroF1": 0.6989657046824043,
+      "F1_coffee": 0.7166415777277878,
+      "IoU_coffee": 0.5584110917813274,
+      "precision_coffee": 0.8654710352152953,
+      "recall_coffee": 0.6114879491990186,
+      "F1_noncoffee": 0.6812898316370208,
+      "IoU_noncoffee": 0.5166334862517672,
+      "kappa": 0.4173120683041702,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7443592865840556,
+      "mIoU": 0.5864786816501444,
+      "macroF1": 0.7380332391363715,
+      "F1_coffee": 0.7787421344657636,
+      "IoU_coffee": 0.6376557780654332,
+      "precision_coffee": 0.840880945208689,
+      "recall_coffee": 0.7251551450425747,
+      "F1_noncoffee": 0.6973243438069796,
+      "IoU_noncoffee": 0.5353015852348556,
+      "kappa": 0.4799513758882631,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.753850010744216,
+      "mIoU": 0.5977813784467738,
+      "macroF1": 0.7468502727285733,
+      "F1_coffee": 0.7889451865499769,
+      "IoU_coffee": 0.6514529134337441,
+      "precision_coffee": 0.8427751353124487,
+      "recall_coffee": 0.7415788714100159,
+      "F1_noncoffee": 0.7047553589071696,
+      "IoU_noncoffee": 0.5441098434598036,
+      "kappa": 0.4965736222515312,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7589893274120765,
+      "mIoU": 0.6058026261621967,
+      "macroF1": 0.7534140878859144,
+      "F1_coffee": 0.7904920533615604,
+      "IoU_coffee": 0.6535649935649935,
+      "precision_coffee": 0.857919989187728,
+      "recall_coffee": 0.7328907490258334,
+      "F1_noncoffee": 0.7163361224102683,
+      "IoU_noncoffee": 0.5580402587593998,
+      "kappa": 0.5109186232147727,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7725270396103431,
+      "mIoU": 0.6173353792152478,
+      "macroF1": 0.7612182782843249,
+      "F1_coffee": 0.8131829345412298,
+      "IoU_coffee": 0.6851796778190831,
+      "precision_coffee": 0.8289457903573999,
+      "recall_coffee": 0.7980083706162505,
+      "F1_noncoffee": 0.7092536220274198,
+      "IoU_noncoffee": 0.5494910806114126,
+      "kappa": 0.5227051541249739,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7396855526108445,
+      "mIoU": 0.5825256081819005,
+      "macroF1": 0.7352739778018473,
+      "F1_coffee": 0.7694479247617084,
+      "IoU_coffee": 0.6252867637582162,
+      "precision_coffee": 0.853914390312588,
+      "recall_coffee": 0.700187617260788,
+      "F1_noncoffee": 0.7011000308419862,
+      "IoU_noncoffee": 0.5397644526055847,
+      "kappa": 0.4771800238428882,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7553362939617506,
+      "mIoU": 0.5982227621490426,
+      "macroF1": 0.7469076123435343,
+      "F1_coffee": 0.7930945710608011,
+      "IoU_coffee": 0.6571306682727296,
+      "precision_coffee": 0.8342147180630775,
+      "recall_coffee": 0.7558377832299034,
+      "F1_noncoffee": 0.7007206536262677,
+      "IoU_noncoffee": 0.5393148560253557,
+      "kappa": 0.495587960123689,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7535993123701741,
+      "mIoU": 0.5981174840524358,
+      "macroF1": 0.747245642433533,
+      "F1_coffee": 0.7873195461992643,
+      "IoU_coffee": 0.649239083331209,
+      "precision_coffee": 0.8474694706019366,
+      "recall_coffee": 0.7351421561552893,
+      "F1_noncoffee": 0.7071717386678017,
+      "IoU_noncoffee": 0.5469958847736626,
+      "kappa": 0.4979733288191272,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7597235155074852,
+      "mIoU": 0.60460527578255,
+      "macroF1": 0.7520662315599301,
+      "F1_coffee": 0.7956380029851655,
+      "IoU_coffee": 0.6606302797308918,
+      "precision_coffee": 0.8422274530035792,
+      "recall_coffee": 0.753932746428056,
+      "F1_noncoffee": 0.7084944601346947,
+      "IoU_noncoffee": 0.5485802718342081,
+      "kappa": 0.5062874133998405,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7851873074994627,
+      "mIoU": 0.6254584311596867,
+      "macroF1": 0.765924095855897,
+      "F1_coffee": 0.833073583435378,
+      "IoU_coffee": 0.7139041259241593,
+      "precision_coffee": 0.8042666380074693,
+      "recall_coffee": 0.8640207822196565,
+      "F1_noncoffee": 0.6987746082764162,
+      "IoU_noncoffee": 0.5370127363952142,
+      "kappa": 0.5329294844141986,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7669937683547023,
+      "mIoU": 0.6134011139745781,
+      "macroF1": 0.7587879790839649,
+      "F1_coffee": 0.8032776971456217,
+      "IoU_coffee": 0.6712314922431654,
+      "precision_coffee": 0.8433918537096415,
+      "recall_coffee": 0.766806176937509,
+      "F1_noncoffee": 0.7142982610223081,
+      "IoU_noncoffee": 0.5555707357059908,
+      "kappa": 0.5191557513552989,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7656865554043407,
+      "mIoU": 0.6135282933802539,
+      "macroF1": 0.7592268551424293,
+      "F1_coffee": 0.7986644304596021,
+      "IoU_coffee": 0.6648137711972949,
+      "precision_coffee": 0.8552362749621037,
+      "recall_coffee": 0.749112426035503,
+      "F1_noncoffee": 0.7197892798252564,
+      "IoU_noncoffee": 0.562242815563213,
+      "kappa": 0.5213684115382314,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7631437576104864,
+      "mIoU": 0.6104013037231732,
+      "macroF1": 0.7568406617626384,
+      "F1_coffee": 0.7959898203131025,
+      "IoU_coffee": 0.6611155235581974,
+      "precision_coffee": 0.8547201059953627,
+      "recall_coffee": 0.7448116611343628,
+      "F1_noncoffee": 0.7176915032121742,
+      "IoU_noncoffee": 0.5596870838881491,
+      "kappa": 0.5168380808380724,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7552825728815987,
+      "mIoU": 0.6001976717587316,
+      "macroF1": 0.7488665592941735,
+      "F1_coffee": 0.7890072564458854,
+      "IoU_coffee": 0.6515375592840023,
+      "precision_coffee": 0.8481991701244813,
+      "recall_coffee": 0.7375378842545822,
+      "F1_noncoffee": 0.7087258621424614,
+      "IoU_noncoffee": 0.548857784233461,
+      "kappa": 0.5010873114540895,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7631795716639209,
+      "mIoU": 0.6104545180586907,
+      "macroF1": 0.7568831842007661,
+      "F1_coffee": 0.7960080825530996,
+      "IoU_coffee": 0.6611407194834478,
+      "precision_coffee": 0.8548002385211687,
+      "recall_coffee": 0.7447827969403954,
+      "F1_noncoffee": 0.7177582858484325,
+      "IoU_noncoffee": 0.5597683166339337,
+      "kappa": 0.5169281326962062,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7544409426258863,
+      "mIoU": 0.5976174517882132,
+      "macroF1": 0.7465377575252659,
+      "F1_coffee": 0.7912944220378967,
+      "IoU_coffee": 0.6546626709310231,
+      "precision_coffee": 0.8369607211848036,
+      "recall_coffee": 0.7503535863761005,
+      "F1_noncoffee": 0.7017810930126351,
+      "IoU_noncoffee": 0.5405722326454033,
+      "kappa": 0.4952227638070232,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7533665210228494,
+      "mIoU": 0.596319720466191,
+      "macroF1": 0.7455281188624594,
+      "F1_coffee": 0.7901896564856424,
+      "IoU_coffee": 0.6531516784608024,
+      "precision_coffee": 0.8366451612903226,
+      "recall_coffee": 0.7486217347380575,
+      "F1_noncoffee": 0.7008665812392764,
+      "IoU_noncoffee": 0.5394877624715795,
+      "kappa": 0.4932836199170193,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7747833249767209,
+      "mIoU": 0.6239192443628119,
+      "macroF1": 0.766926599279957,
+      "F1_coffee": 0.809719049276064,
+      "IoU_coffee": 0.6802755675318403,
+      "precision_coffee": 0.8508202975963373,
+      "recall_coffee": 0.7724058305671814,
+      "F1_noncoffee": 0.7241341492838499,
+      "IoU_noncoffee": 0.5675629211937835,
+      "kappa": 0.535424982411898,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7393453191032161,
+      "mIoU": 0.5781140761715726,
+      "macroF1": 0.7308664609016361,
+      "F1_coffee": 0.7786361700833384,
+      "IoU_coffee": 0.637513696583325,
+      "precision_coffee": 0.8228600816431487,
+      "recall_coffee": 0.7389233655650166,
+      "F1_noncoffee": 0.6830967517199338,
+      "IoU_noncoffee": 0.5187144557598201,
+      "kappa": 0.4639495253931788,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7445741709046629,
+      "mIoU": 0.5865892433653564,
+      "macroF1": 0.7380880908306906,
+      "F1_coffee": 0.7793043693526427,
+      "IoU_coffee": 0.6384100588116001,
+      "precision_coffee": 0.8398305932570781,
+      "recall_coffee": 0.726915860874585,
+      "F1_noncoffee": 0.6968718123087385,
+      "IoU_noncoffee": 0.5347684279191128,
+      "kappa": 0.47988669782121407,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7812119475682258,
+      "mIoU": 0.6298135080438736,
+      "macroF1": 0.7709540699454989,
+      "F1_coffee": 0.8194259702639591,
+      "IoU_coffee": 0.6940911367050576,
+      "precision_coffee": 0.8396280703879819,
+      "recall_coffee": 0.8001731851638043,
+      "F1_noncoffee": 0.7224821696270386,
+      "IoU_noncoffee": 0.5655358793826897,
+      "kappa": 0.5423153523769955,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7611202635914333,
+      "mIoU": 0.6055960511817566,
+      "macroF1": 0.7526839338291289,
+      "F1_coffee": 0.7983614982315064,
+      "IoU_coffee": 0.664394072806863,
+      "precision_coffee": 0.838035096626789,
+      "recall_coffee": 0.7622744984846298,
+      "F1_noncoffee": 0.7070063694267515,
+      "IoU_noncoffee": 0.5467980295566502,
+      "kappa": 0.506973454468921,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7772724016904233,
+      "mIoU": 0.6277348457922021,
+      "macroF1": 0.7699242363824106,
+      "F1_coffee": 0.8110415653864852,
+      "IoU_coffee": 0.6821445912447931,
+      "precision_coffee": 0.8561211071554572,
+      "recall_coffee": 0.7704719295713667,
+      "F1_noncoffee": 0.728806907378336,
+      "IoU_noncoffee": 0.573325100339611,
+      "kappa": 0.5416722720869924,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7614784041257789,
+      "mIoU": 0.6063712339865458,
+      "macroF1": 0.753349470275765,
+      "F1_coffee": 0.7981267618441393,
+      "IoU_coffee": 0.6640690020428236,
+      "precision_coffee": 0.8402527363819128,
+      "recall_coffee": 0.7600230913551739,
+      "F1_noncoffee": 0.7085721787073908,
+      "IoU_noncoffee": 0.548673465930268,
+      "kappa": 0.5084824333293049,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7606188668433493,
+      "mIoU": 0.6023929570862426,
+      "macroF1": 0.7496758284396243,
+      "F1_coffee": 0.8020142180094787,
+      "IoU_coffee": 0.6694688952625854,
+      "precision_coffee": 0.8236045627376426,
+      "recall_coffee": 0.7815269158608746,
+      "F1_noncoffee": 0.69733743886977,
+      "IoU_noncoffee": 0.5353170189098999,
+      "kappa": 0.4998770485101165,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7719719217821073,
+      "mIoU": 0.6129306222265662,
+      "macroF1": 0.7571184182857419,
+      "F1_coffee": 0.8171820713813995,
+      "IoU_coffee": 0.6908773122299364,
+      "precision_coffee": 0.812933817018481,
+      "recall_coffee": 0.8214749603117333,
+      "F1_noncoffee": 0.6970547651900842,
+      "IoU_noncoffee": 0.5349839322231961,
+      "kappa": 0.5142588182529813,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7458455698015901,
+      "mIoU": 0.5878315919220043,
+      "macroF1": 0.7390046795626252,
+      "F1_coffee": 0.7812591508052709,
+      "IoU_coffee": 0.6410379625180201,
+      "precision_coffee": 0.8381613756613756,
+      "recall_coffee": 0.7315918602973012,
+      "F1_noncoffee": 0.6967502083199795,
+      "IoU_noncoffee": 0.5346252213259886,
+      "kappa": 0.4813234956887939,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7616037533128,
+      "mIoU": 0.5985568332995195,
+      "macroF1": 0.7456328431337131,
+      "F1_coffee": 0.809370391053453,
+      "IoU_coffee": 0.6797835237522549,
+      "precision_coffee": 0.8030802455103433,
+      "recall_coffee": 0.8157598499061913,
+      "F1_noncoffee": 0.6818952952139734,
+      "IoU_noncoffee": 0.5173301428467841,
+      "kappa": 0.49131776133137456,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7437504476756679,
+      "mIoU": 0.585458215442594,
+      "macroF1": 0.7371642318319085,
+      "F1_coffee": 0.778770638797848,
+      "IoU_coffee": 0.637694002076107,
+      "precision_coffee": 0.8384766470255335,
+      "recall_coffee": 0.7270024534564872,
+      "F1_noncoffee": 0.6955578248659688,
+      "IoU_noncoffee": 0.5332224288090811,
+      "kappa": 0.47797105762343933,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7652209727096912,
+      "mIoU": 0.612734562928672,
+      "macroF1": 0.7585785557319056,
+      "F1_coffee": 0.7986238038920546,
+      "IoU_coffee": 0.6647574727044926,
+      "precision_coffee": 0.8534567658065787,
+      "recall_coffee": 0.7504113147640352,
+      "F1_noncoffee": 0.7185333075717567,
+      "IoU_noncoffee": 0.5607116531528513,
+      "kappa": 0.5199268999706755,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7609411933242605,
+      "mIoU": 0.6045077297108892,
+      "macroF1": 0.7516667975357096,
+      "F1_coffee": 0.7996578426075995,
+      "IoU_coffee": 0.6661915835271173,
+      "precision_coffee": 0.8328279828701822,
+      "recall_coffee": 0.7690287198729976,
+      "F1_noncoffee": 0.7036757524638196,
+      "IoU_noncoffee": 0.5428238758946612,
+      "kappa": 0.5044961830992261,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7317885538285223,
+      "mIoU": 0.5741541932399665,
+      "macroF1": 0.7288495007701986,
+      "F1_coffee": 0.7570793733173311,
+      "IoU_coffee": 0.609113210501592,
+      "precision_coffee": 0.8640284307555621,
+      "recall_coffee": 0.6736902871987299,
+      "F1_noncoffee": 0.7006196282230661,
+      "IoU_noncoffee": 0.5391951759783411,
+      "kappa": 0.46774916529959676,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7705930807248764,
+      "mIoU": 0.6115603838845751,
+      "macroF1": 0.7561314698567414,
+      "F1_coffee": 0.8155177627694656,
+      "IoU_coffee": 0.6885014710530795,
+      "precision_coffee": 0.8137249267199265,
+      "recall_coffee": 0.8173185163804301,
+      "F1_noncoffee": 0.696745176944017,
+      "IoU_noncoffee": 0.5346192967160709,
+      "kappa": 0.5122668316107114,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7304276197980087,
+      "mIoU": 0.5691227596264412,
+      "macroF1": 0.7240156019238397,
+      "F1_coffee": 0.7660824165578967,
+      "IoU_coffee": 0.6208537967510389,
+      "precision_coffee": 0.8296927064050351,
+      "recall_coffee": 0.7115312454899697,
+      "F1_noncoffee": 0.6819487872897828,
+      "IoU_noncoffee": 0.5173917225018434,
+      "kappa": 0.4524075517728918,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7428550963398037,
+      "mIoU": 0.5862748913657962,
+      "macroF1": 0.738223600879034,
+      "F1_coffee": 0.7730433683145783,
+      "IoU_coffee": 0.6300494641384996,
+      "precision_coffee": 0.8542983896321654,
+      "recall_coffee": 0.7059027276663299,
+      "F1_noncoffee": 0.7034038334434898,
+      "IoU_noncoffee": 0.5425003185930929,
+      "kappa": 0.4825645064688477,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7488002292099419,
+      "mIoU": 0.5928499722786065,
+      "macroF1": 0.7432564029680122,
+      "F1_coffee": 0.7809836065573771,
+      "IoU_coffee": 0.6406670252824099,
+      "precision_coffee": 0.8505696310151335,
+      "recall_coffee": 0.7219223553182278,
+      "F1_noncoffee": 0.7055291993786473,
+      "IoU_noncoffee": 0.545032919274803,
+      "kappa": 0.49109241957123373,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.741547883389442,
+      "mIoU": 0.5798334470835376,
+      "macroF1": 0.7320329103188561,
+      "F1_coffee": 0.7825274609369114,
+      "IoU_coffee": 0.6427475247524752,
+      "precision_coffee": 0.8185801651850451,
+      "recall_coffee": 0.7495165247510464,
+      "F1_noncoffee": 0.6815383597008009,
+      "IoU_noncoffee": 0.5169193694145998,
+      "kappa": 0.46558386869025414,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.771130291526395,
+      "mIoU": 0.6147439770601132,
+      "macroF1": 0.7590725278698145,
+      "F1_coffee": 0.8129710113115881,
+      "IoU_coffee": 0.6848788185113045,
+      "precision_coffee": 0.8244687166092841,
+      "recall_coffee": 0.8017895800259778,
+      "F1_noncoffee": 0.7051740444280409,
+      "IoU_noncoffee": 0.5446091356089219,
+      "kappa": 0.5182927331166233,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7722405271828665,
+      "mIoU": 0.6144789391950132,
+      "macroF1": 0.7585469260365559,
+      "F1_coffee": 0.8160479007274778,
+      "IoU_coffee": 0.6892575309667489,
+      "precision_coffee": 0.8177865383500493,
+      "recall_coffee": 0.8143166402078222,
+      "F1_noncoffee": 0.7010459513456341,
+      "IoU_noncoffee": 0.5397003474232773,
+      "kappa": 0.5170973993694192,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7682114461714777,
+      "mIoU": 0.6143020262756977,
+      "macroF1": 0.7593570016469295,
+      "F1_coffee": 0.8055171584830819,
+      "IoU_coffee": 0.6743647798742138,
+      "precision_coffee": 0.8400238162389145,
+      "recall_coffee": 0.773733583489681,
+      "F1_noncoffee": 0.7131968448107773,
+      "IoU_noncoffee": 0.5542392726771816,
+      "kappa": 0.519908676394595,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7520414010457703,
+      "mIoU": 0.5926656742390637,
+      "macroF1": 0.7422336791362383,
+      "F1_coffee": 0.7925138978377811,
+      "IoU_coffee": 0.6563337635262583,
+      "precision_coffee": 0.8240371432132618,
+      "recall_coffee": 0.7633136094674556,
+      "F1_noncoffee": 0.6919534604346955,
+      "IoU_noncoffee": 0.5289975849518691,
+      "kappa": 0.4855850169680097,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7630184084234654,
+      "mIoU": 0.6101354785427484,
+      "macroF1": 0.7566150878016741,
+      "F1_coffee": 0.7960925703368155,
+      "IoU_coffee": 0.6612572949728678,
+      "precision_coffee": 0.8538189509865486,
+      "recall_coffee": 0.7456775869533844,
+      "F1_noncoffee": 0.7171376052665327,
+      "IoU_noncoffee": 0.5590136621126292,
+      "kappa": 0.5162973446500756,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7665102786333358,
+      "mIoU": 0.6118441793034284,
+      "macroF1": 0.7574082836950529,
+      "F1_coffee": 0.8043983738617783,
+      "IoU_coffee": 0.6727979924717691,
+      "precision_coffee": 0.8374250374812594,
+      "recall_coffee": 0.773877904459518,
+      "F1_noncoffee": 0.7104181935283275,
+      "IoU_noncoffee": 0.5508903661350877,
+      "kappa": 0.5159312299151325,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7623737554616431,
+      "mIoU": 0.5915640948884661,
+      "macroF1": 0.7384043993789453,
+      "F1_coffee": 0.817589486996206,
+      "IoU_coffee": 0.691459926992025,
+      "precision_coffee": 0.7804897252184867,
+      "recall_coffee": 0.8583922643960168,
+      "F1_noncoffee": 0.6592193117616847,
+      "IoU_noncoffee": 0.4916682627849071,
+      "kappa": 0.4790079952350817,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7510565145763197,
+      "mIoU": 0.5943100121101368,
+      "macroF1": 0.744127005996523,
+      "F1_coffee": 0.7862348925177599,
+      "IoU_coffee": 0.6477652782000608,
+      "precision_coffee": 0.8412912567047287,
+      "recall_coffee": 0.7379419829701256,
+      "F1_noncoffee": 0.7020191194752862,
+      "IoU_noncoffee": 0.5408547460202127,
+      "kappa": 0.4912910016068187,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7475646443664494,
+      "mIoU": 0.591115244616035,
+      "macroF1": 0.7418468173626405,
+      "F1_coffee": 0.7802665419686696,
+      "IoU_coffee": 0.6397024996166232,
+      "precision_coffee": 0.8481531684174856,
+      "recall_coffee": 0.7224419108096406,
+      "F1_noncoffee": 0.7034270927566112,
+      "IoU_noncoffee": 0.542527989615447,
+      "kappa": 0.48811975822575154,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7574135090609555,
+      "mIoU": 0.5999683670957511,
+      "macroF1": 0.7481016099680153,
+      "F1_coffee": 0.7965335456061039,
+      "IoU_coffee": 0.6618660143769968,
+      "precision_coffee": 0.8303168837675351,
+      "recall_coffee": 0.7653918314331072,
+      "F1_noncoffee": 0.6996696743299267,
+      "IoU_noncoffee": 0.5380707198145054,
+      "kappa": 0.497431278867775,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7391125277558914,
+      "mIoU": 0.581268902773438,
+      "macroF1": 0.7341509790596075,
+      "F1_coffee": 0.7704693334173586,
+      "IoU_coffee": 0.6266369390840829,
+      "precision_coffee": 0.8482031358401554,
+      "recall_coffee": 0.7057872708904603,
+      "F1_noncoffee": 0.6978326247018563,
+      "IoU_noncoffee": 0.5359008664627931,
+      "kappa": 0.47411651288239814,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7178927010959101,
+      "mIoU": 0.5518343974080364,
+      "macroF1": 0.7092576176952827,
+      "F1_coffee": 0.7593633530885318,
+      "IoU_coffee": 0.6120755460343257,
+      "precision_coffee": 0.8064432404373357,
+      "recall_coffee": 0.7174772694472507,
+      "F1_noncoffee": 0.6591518823020337,
+      "IoU_noncoffee": 0.4915932487817472,
+      "kappa": 0.42130886727187417,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7586311868777308,
+      "mIoU": 0.601581327241911,
+      "macroF1": 0.7493803599554437,
+      "F1_coffee": 0.7975305303952053,
+      "IoU_coffee": 0.6632438914705442,
+      "precision_coffee": 0.8314645452267602,
+      "recall_coffee": 0.7662577572521287,
+      "F1_noncoffee": 0.7012301895156822,
+      "IoU_noncoffee": 0.5399187630132778,
+      "kappa": 0.49998968388372034,
+      "n_pixels": 55844
+    },
+    {
+      "OA": 0.7465797578969988,
+      "mIoU": 0.5843841276750402,
+      "macroF1": 0.7353242681097635,
+      "F1_coffee": 0.7899049881235154,
+      "IoU_coffee": 0.6527627833938561,
+      "precision_coffee": 0.8132049518569463,
+      "recall_coffee": 0.7679030163082696,
+      "F1_noncoffee": 0.6807435480960116,
+      "IoU_noncoffee": 0.5160054719562244,
+      "kappa": 0.4713080700595491,
+      "n_pixels": 55844
+    }
+  ],
+  "epoch_min": [
+    0.03115012248357137,
+    0.030806811650594075,
+    0.030894859631856283,
+    0.030882203578948976,
+    0.030990032354990642,
+    0.03112020492553711,
+    0.031930657227834065,
+    0.03096541961034139,
+    0.030987222989400227,
+    0.03121254046758016,
+    0.031059575080871583,
+    0.03094679911931356,
+    0.03098661502202352,
+    0.031049033006032307,
+    0.031169708569844565,
+    0.03122106393178304,
+    0.03129668235778808,
+    0.03089561462402344,
+    0.030715994040171304,
+    0.031079264481862386,
+    0.030921804904937743,
+    0.03103747367858887,
+    0.030811278025309245,
+    0.03120309511820475,
+    0.03131854931513468,
+    0.03088914155960083,
+    0.031045218308766682,
+    0.0308724840482076,
+    0.03105154037475586,
+    0.031257752577463785,
+    0.03092070420583089,
+    0.030961819489796958,
+    0.030987866719563804,
+    0.031010528405507404,
+    0.030939018726348876,
+    0.0312428077061971,
+    0.03091575304667155,
+    0.03084132671356201,
+    0.030832445621490477,
+    0.031051007906595866,
+    0.03088331619898478,
+    0.031182746092478435,
+    0.030936626593271892,
+    0.03131324052810669,
+    0.030917187531789143,
+    0.03088166316350301,
+    0.03098085323969523,
+    0.030896615982055665,
+    0.030869428316752115,
+    0.03139248689015706,
+    0.031138149897257487,
+    0.031073594093322755,
+    0.03089692195256551,
+    0.031098910172780356,
+    0.031023263931274414,
+    0.031000987688700358,
+    0.030827637513478598,
+    0.0305630366007487,
+    0.03091272513071696,
+    0.03162226676940918,
+    0.030937039852142335,
+    0.03109027147293091,
+    0.030780891577402752,
+    0.030683879057566324,
+    0.030560704072316487,
+    0.0306135892868042,
+    0.030814723173777262,
+    0.03076193332672119,
+    0.030452275276184083,
+    0.030752909183502198,
+    0.03068174918492635,
+    0.03068190018335978,
+    0.030686457951863606,
+    0.03088673750559489,
+    0.030687538782755534,
+    0.031093935171763103,
+    0.030913023153940837,
+    0.030939173698425294,
+    0.030508979161580404,
+    0.030650770664215087,
+    0.030845920244852703,
+    0.030854650338490806,
+    0.030671513080596922,
+    0.030880117416381837,
+    0.031222788492838542,
+    0.03085840940475464,
+    0.03105674187342326
+  ]
+}

vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_r0.05/results.json

@@ -0,0 +1,453 @@
+{
+  "run_name": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s1_r0.05",
+  "mode": "ssl_lp",
+  "ssl_variant": "m75",
+  "lpft_variant": "",
+  "run_variant": "es50p30",
+  "preset": "M75_mask",
+  "early_stop": [
+    50,
+    30,
+    100
+  ],
+  "init_source": {
+    "ssl": "FRD-23/ViCoffee_Checkpoint"
+  },
+  "hf_repo_write": "FRD-23/ViCoffee_Checkpoint",
+  "recipe": null,
+  "steps_per_epoch": 64,
+  "lpft": null,
+  "experiment": "spatial",
+  "fold": 4,
+  "seed": 1,
+  "ratio": "0.05",
+  "train_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "test_years": [
+    "2023",
+    "2024",
+    "2025"
+  ],
+  "subset_hash": "498d5e1eacc4",
+  "n_blocks": 44,
+  "n_train_hard": 9346,
+  "n_train_soft": 990,
+  "best_epoch": 57,
+  "stopped_epoch": 87,
+  "best_val": 0.6298135080438736,
+  "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": "0.05",
+    "subset_hash": "498d5e1eacc4",
+    "mode": "ssl_lp",
+    "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"
+  },
+  "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": 0.8383489451951349,
+    "mIoU": 0.6538852660653915,
+    "macroF1": 0.78026175015636,
+    "F1_coffee": 0.8932395292819321,
+    "IoU_coffee": 0.8070757430488974,
+    "precision_coffee": 0.8955678022001404,
+    "recall_coffee": 0.8909233309343381,
+    "F1_noncoffee": 0.6672839710307881,
+    "IoU_noncoffee": 0.5006947890818858,
+    "kappa": 0.560532757106394,
+    "n_pixels": 62239
+  },
+  "confusion": [
+    [
+      10089,
+      4908
+    ],
+    [
+      5153,
+      42089
+    ]
+  ],
+  "test_all_drawn": {
+    "OA": 0.8058295834775585,
+    "mIoU": 0.6075256045280508,
+    "macroF1": 0.7430079765832607,
+    "F1_coffee": 0.8700695831765057,
+    "IoU_coffee": 0.7700204988042364,
+    "precision_coffee": 0.8710531400966184,
+    "recall_coffee": 0.8690882449341585,
+    "F1_noncoffee": 0.6159463699900157,
+    "IoU_noncoffee": 0.4450307102518653,
+    "kappa": 0.4860178902071978,
+    "n_pixels": 69336
+  },
+  "test_changed": {
+    "OA": 0.41735228122662676,
+    "mIoU": 0.21159578335150855,
+    "macroF1": 0.301756531264728,
+    "F1_coffee": 0.5858585858585859,
+    "IoU_coffee": 0.4142857142857143,
+    "precision_coffee": 0.9963833634719711,
+    "recall_coffee": 0.41490963855421686,
+    "F1_noncoffee": 0.017654476670870115,
+    "IoU_noncoffee": 0.008905852417302799,
+    "kappa": 0.004402898686490867,
+    "n_pixels": 1337
+  },
+  "test_per_year": {
+    "2023": {
+      "OA": 0.845360315893386,
+      "mIoU": 0.663930919711085,
+      "macroF1": 0.7879919863880837,
+      "F1_coffee": 0.8982759180492873,
+      "IoU_coffee": 0.815336555463869,
+      "precision_coffee": 0.8903263178219734,
+      "recall_coffee": 0.9063687590093041,
+      "F1_noncoffee": 0.67770805472688,
+      "IoU_noncoffee": 0.5125252839583009,
+      "kappa": 0.5760910483514385,
+      "n_pixels": 20260
+    },
+    "2024": {
+      "OA": 0.829206621821478,
+      "mIoU": 0.6400302152978459,
+      "macroF1": 0.7692747977112274,
+      "F1_coffee": 0.8868663885728733,
+      "IoU_coffee": 0.7967295026118556,
+      "precision_coffee": 0.8947267742141172,
+      "recall_coffee": 0.8791429108451851,
+      "F1_noncoffee": 0.6516832068495816,
+      "IoU_noncoffee": 0.48333092798383603,
+      "kappa": 0.538659220887162,
+      "n_pixels": 20961
+    },
+    "2025": {
+      "OA": 0.8407079646017699,
+      "mIoU": 0.6583409284219328,
+      "macroF1": 0.7838753056595169,
+      "F1_coffee": 0.8947037363190339,
+      "IoU_coffee": 0.8094696107443661,
+      "precision_coffee": 0.901565570133739,
+      "recall_coffee": 0.8879455646419876,
+      "F1_noncoffee": 0.673046875,
+      "IoU_noncoffee": 0.5072122460994996,
+      "kappa": 0.5678283459543221,
+      "n_pixels": 21018
+    }
+  },
+  "test_per_site": {
+    "p05:2023": {
+      "OA": 0.8478912652408555,
+      "mIoU": 0.670428068947972,
+      "macroF1": 0.793364424601233,
+      "F1_coffee": 0.8995114221576654,
+      "IoU_coffee": 0.8173746100311975,
+      "precision_coffee": 0.8735573223903565,
+      "recall_coffee": 0.9270549809471965,
+      "F1_noncoffee": 0.6872174270448007,
+      "IoU_noncoffee": 0.5234815278647464,
+      "kappa": 0.5878612454585024,
+      "n_pixels": 10006
+    },
+    "p05:2024": {
+      "OA": 0.8341919481015073,
+      "mIoU": 0.6519987904877174,
+      "macroF1": 0.7794546544533955,
+      "F1_coffee": 0.8893275598573612,
+      "IoU_coffee": 0.8007109276459121,
+      "precision_coffee": 0.8860550691536607,
+      "recall_coffee": 0.8926243129234309,
+      "F1_noncoffee": 0.6695817490494297,
+      "IoU_noncoffee": 0.5032866533295227,
+      "kappa": 0.5589272715466466,
+      "n_pixels": 10482
+    },
+    "p05:2025": {
+      "OA": 0.8601650697277298,
+      "mIoU": 0.6958335883781193,
+      "macroF1": 0.8132578129296741,
+      "F1_coffee": 0.906850353892821,
+      "IoU_coffee": 0.8295756734882646,
+      "precision_coffee": 0.9034248300176279,
+      "recall_coffee": 0.9103019538188277,
+      "F1_noncoffee": 0.7196652719665272,
+      "IoU_noncoffee": 0.5620915032679739,
+      "kappa": 0.6265317850383056,
+      "n_pixels": 10541
+    },
+    "p07:2023": {
+      "OA": 0.8428905792861322,
+      "mIoU": 0.657535033182768,
+      "macroF1": 0.7826287844191449,
+      "F1_coffee": 0.897080431866096,
+      "IoU_coffee": 0.813368860055607,
+      "precision_coffee": 0.90722315544644,
+      "recall_coffee": 0.8871619914076321,
+      "F1_noncoffee": 0.6681771369721936,
+      "IoU_noncoffee": 0.5017012063099289,
+      "kappa": 0.565432693104485,
+      "n_pixels": 10254
+    },
+    "p07:2024": {
+      "OA": 0.8242198683080446,
+      "mIoU": 0.6278989825922174,
+      "macroF1": 0.7586815694366029,
+      "F1_coffee": 0.8844416562107905,
+      "IoU_coffee": 0.7928242042514902,
+      "precision_coffee": 0.9034862855678031,
+      "recall_coffee": 0.8661833374293438,
+      "F1_noncoffee": 0.6329214826624153,
+      "IoU_noncoffee": 0.4629737609329446,
+      "kappa": 0.5180433872657084,
+      "n_pixels": 10479
+    },
+    "p07:2025": {
+      "OA": 0.8211320034360982,
+      "mIoU": 0.6216532511853324,
+      "macroF1": 0.753257758484011,
+      "F1_coffee": 0.8826696719258703,
+      "IoU_coffee": 0.7899809481116217,
+      "precision_coffee": 0.8996809189534142,
+      "recall_coffee": 0.8662897873909303,
+      "F1_noncoffee": 0.6238458450421518,
+      "IoU_noncoffee": 0.4533255542590432,
+      "kappa": 0.5070804888971525,
+      "n_pixels": 10477
+    }
+  },
+  "acc_by_clear_obs": {
+    "bins": [
+      0,
+      10,
+      20,
+      30,
+      40,
+      50,
+      60,
+      1000
+    ],
+    "correct_total": [
+      [
+        0,
+        0
+      ],
+      [
+        107,
+        110
+      ],
+      [
+        7066,
+        8413
+      ],
+      [
+        45005,
+        53716
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ],
+      [
+        0,
+        0
+      ]
+    ]
+  },
+  "minutes": 2.6934523224830627,
+  "test_tta": {
+    "OA": 0.8454988030013336,
+    "mIoU": 0.6613395477048803,
+    "macroF1": 0.7855708187581449,
+    "F1_coffee": 0.8989300203905741,
+    "IoU_coffee": 0.8164149754672674,
+    "precision_coffee": 0.8927557411273487,
+    "recall_coffee": 0.9051902967698234,
+    "F1_noncoffee": 0.6722116171257159,
+    "IoU_noncoffee": 0.5062641199424933,
+    "kappa": 0.5712081533643303,
+    "n_pixels": 62239
+  },
+  "test_tta_all_drawn": {
+    "OA": 0.8130985346717434,
+    "mIoU": 0.6137556292010713,
+    "macroF1": 0.7474081684496715,
+    "F1_coffee": 0.8762214050336692,
+    "IoU_coffee": 0.7797099971101705,
+    "precision_coffee": 0.8682516847126523,
+    "recall_coffee": 0.8843387895964678,
+    "F1_noncoffee": 0.6185949318656738,
+    "IoU_noncoffee": 0.44780126129197206,
+    "kappa": 0.4949474579333228,
+    "n_pixels": 69336
+  },
+  "confusion_tta": [
+    [
+      9860,
+      5137
+    ],
+    [
+      4479,
+      42763
+    ]
+  ]
+}