epoch,train_loss,train_ce,train_lovasz,train_cldice,grad_norm,lovasz_lambda,gate,val_loss,val_ce,gen_gap_ce,val_mIoU,val_mF1,val_OA,val_kappa,val_fwIoU,core_mIoU,IoU/Residential,IoU/Road,IoU/River,IoU/Forest,IoU/UnusedLand,IoU/Agricultural,PA/Residential,PA/Road,PA/River,PA/Forest,PA/UnusedLand,PA/Agricultural,UA/Residential,UA/Road,UA/River,UA/Forest,UA/UnusedLand,UA/Agricultural
0,0.3545624930411577,0.2929293941706419,0.8217746292551359,0.0,0.5244303159415722,0.07500000000000001,0.10092621296644211,0.3702362672640727,0.30792974623349995,0.015000352062858047,0.02300926717770599,0.04408404902382965,0.07501742311669414,-0.021040587420146285,0.02082764287009795,0.021374257918590295,0.02264859073800234,0.020138263492694625,0.015229381965064124,0.07027126762128244,0.007601219594946733,0.0021668796542456967,0.024289728286825973,0.11358580027340767,0.13045092861238033,0.8376816586221083,0.008297480229924402,0.0021688672162479203,0.251054960683839,0.023893265671579452,0.016950063637868152,0.07124132713395509,0.08306116715812648,0.7027827447474296
1,0.36931546156605083,0.2570099936177333,0.7487031072378159,0.0,0.5429373929897944,0.15000000000000002,0.1112467348575592,0.4311068539436047,0.30659441076792204,0.04958441715018874,0.02496119542286385,0.04759525533781172,0.0798568545510521,-0.01316176378687862,0.024068357849864126,0.02345353141230379,0.026619338423756984,0.019915812989736558,0.01379709099174223,0.0778802922355387,0.009050133353628247,0.0025045045427803674,0.02848969579407782,0.13202840898373552,0.1788881842978509,0.8550493865949585,0.010011442002544215,0.002507495844455932,0.28849506615598164,0.022916211827781155,0.014729934949776185,0.07892226403614382,0.08613339618504354,0.677360248447205
2,0.3741896916180849,0.2252049728607138,0.6621543243527412,0.0,0.5875929910689592,0.22499999999999998,0.12570077180862427,0.49039414754280675,0.303988985144175,0.07878401228346119,0.03027618450616121,0.056992277422089205,0.09154463075854413,0.005455140143885967,0.03194620806312816,0.029132545442924523,0.03629325388106401,0.020679530909497822,0.012432917622978311,0.09772512474368596,0.011357622377598586,0.00316865750214259,0.03851815930155631,0.163559144513927,0.2753272728852134,0.9070867494444286,0.012745705478635471,0.003173429074432136,0.3858695501419425,0.02312513005613512,0.012853536115196752,0.098713246588055,0.09443942680569573,0.6781853471573879
3,0.3845148937155803,0.20899937208741903,0.5850517066816489,0.0,0.7413053425649802,0.30000000000000004,0.13814347982406616,0.5475550076136222,0.2999553783581807,0.09095600627076167,0.044105407915559364,0.08073753863460388,0.11684426593159612,0.028584491182480038,0.055076106725928706,0.04379745188185505,0.06640241008064414,0.024271844660194174,0.011489543291805336,0.1402950350826177,0.01732246940210538,0.004851144975989497,0.07054170377771043,0.21630131233700028,0.42265762087597075,0.9282613443472967,0.019954825710152037,0.004861341320010147,0.5308749131377792,0.026612151112289654,0.011672741133835431,0.14183284295074436,0.11607258860644934,0.6981491876898692
4,0.409050228074193,0.204095878948768,0.5465449392795563,0.0,0.9719157343109449,0.375,0.14728210866451263,0.6019066434640151,0.29432428914767045,0.09022841019890246,0.07155207646457366,0.12455437387515682,0.16256194331164958,0.05634305756554219,0.10076498999582854,0.07274463271785574,0.12555064252493536,0.03252328515244626,0.011624990204726323,0.21969452810052978,0.02837566348865356,0.011543349316150746,0.13457395705652545,0.27895972051659557,0.5752315015896732,0.9201353820368137,0.03363349300464772,0.0115986771927612,0.6518670328619978,0.03550826862431546,0.011725646053645988,0.22396526278169793,0.15362872125252175,0.7075932543370237
5,0.43691276386380196,0.203054773931702,0.5196844320744276,0.0,1.2116108996172745,0.44999999999999996,0.15574568510055542,0.6530658167142135,0.28730690536590725,0.08425213143420526,0.11486286173032685,0.18735435385268295,0.24408924413931918,0.09877937793110056,0.18082347848962774,0.11768364195145986,0.2320644074864753,0.05103809647654996,0.012691038257244793,0.32146654152007514,0.042131844008415194,0.02978524263320071,0.25155009470639267,0.3537998604171403,0.6666083931270522,0.9059619118281609,0.051680204667424505,0.030146340336199423,0.7497391587396449,0.05628491273799572,0.012772105149313165,0.33256350662391726,0.18569248234539573,0.7131900276194634
6,0.4636210190753142,0.20191269647330046,0.49849206022918224,0.0,1.4904480290909607,0.5249999999999999,0.16134203970432281,0.701154316847141,0.27944690046402126,0.0775342039907208,0.1744524072538786,0.2658800521666086,0.36488077304361966,0.1698378978857962,0.29590277351233807,0.17969613980821234,0.38519337938012094,0.08766692737490994,0.015111828066893861,0.4237249454719358,0.06378375197401527,0.07123361125539575,0.42180743155901596,0.4556248616332783,0.6938565211348355,0.8863429312115336,0.0829743250320986,0.0731551652017381,0.8160943312271859,0.09792379868678903,0.015213264685564484,0.44807081887275724,0.2161669981543126,0.7305978696105193
7,0.4868051167577505,0.20138198230415583,0.4757052008062601,0.0,1.7474756638209026,0.6000000000000001,0.16692659258842468,0.7467682430377374,0.27150258823082996,0.07012060592667413,0.23933890666341917,0.34497188650446436,0.49294898194327613,0.26509661446607785,0.41631559477203406,0.24844510590538182,0.5407931810529674,0.13808232349136887,0.019903919017146502,0.5050468179787782,0.09685958376694664,0.13534761467330744,0.5950652032222034,0.5454895178831852,0.6953680136903004,0.8593207294351104,0.1345606989787342,0.142329446509754,0.8556899228510078,0.15603445815557057,0.02007900101361495,0.5505684449213898,0.2568955133035502,0.7339827179890024
8,0.5177981356779734,0.20263260044157505,0.46691189768413704,0.0,2.157402813434601,0.675,0.17111736536026,0.7901937686480008,0.2637796722925626,0.061147071850987555,0.29919448524216935,0.4141034191887662,0.5963325444853737,0.36237011506625966,0.5138511900385782,0.31346163636953184,0.6588332767268987,0.19122672738871388,0.02777979486604592,0.5698072347271375,0.13932533343028827,0.20819454431393183,0.7254233661099704,0.6166157212393291,0.692059452040515,0.8185452224443823,0.20556860032723345,0.22598232911541133,0.8777093494063098,0.21703089544301127,0.028127477739128885,0.6521881454801224,0.3018513052231633,0.7256498732296824
9,0.543045537546277,0.20245263539254665,0.4541238776097695,0.0,2.3840330640474954,0.75,0.17498616874217987,0.8318094909191132,0.25655547414834684,0.05410283875580019,0.3451762982524647,0.4656039111960644,0.6666209117870137,0.4415283875214182,0.5799898641156304,0.3650488067195645,0.7324645882250204,0.23374545419025586,0.03905945216656974,0.6113506914340459,0.17704637927266,0.27739122422623647,0.8058960376626744,0.6651872802885375,0.6840383345784325,0.7705150577526105,0.2733987615681204,0.31166905285555446,0.8893641070791465,0.26491315052104153,0.039777103096700274,0.7474460533633583,0.33438369243076,0.7160835285550179
10,0.536752387881279,0.20338863569001356,0.4444850118209918,0.0,2.703277349472046,0.75,0.17670655250549316,0.8153170278439155,0.2498976204257745,0.046508984735760955,0.37638209594918903,0.5008422960681597,0.7098074123074211,0.497079759125049,0.6204032925126516,0.40097891198471663,0.7737407025263286,0.2640289818723541,0.053390633153551026,0.6269981746640175,0.20687928932150365,0.3332547941573793,0.849304154449096,0.6939462139390263,0.6780292829965774,0.7215294120515079,0.33115400427612274,0.3864303903759801,0.8968705160615525,0.2988259908240722,0.05477946865862076,0.8271599032241572,0.3553668359127241,0.7077547403930358
11,0.5289181862026453,0.20209749384472767,0.4357609245926142,0.0,2.6478100270032883,0.75,0.1780129224061966,0.7994057581974909,0.2438840499291053,0.041786556084377646,0.39682163183808666,0.5249407199833497,0.737290433996766,0.5355908076720667,0.645417259792173,0.4248746935783309,0.7976164035517308,0.284837005188841,0.07082926418385548,0.6216085951612776,0.22764844781705204,0.3783900751257627,0.8731763270218472,0.7138293257035979,0.6683728869507809,0.6780060546779493,0.37283116684276235,0.45091721452632316,0.9021269471117942,0.3215553305113113,0.07340911088528405,0.8819771034957733,0.3689276095829656,0.7017182088162628
12,0.5236533464243015,0.2012068328137199,0.4299286864697933,0.0,2.6522701208790145,0.75,0.18429584801197052,0.7841064861187568,0.23840472216789538,0.03719788935417548,0.4103021906650812,0.5417869514057155,0.7548830520783544,0.5618652604817279,0.6611870752661861,0.4406436818243273,0.8118363656780618,0.29820506326483165,0.09118979049795863,0.6054419613846284,0.23992854668049185,0.4152114164845152,0.8860734822275336,0.7264806356083222,0.663336750117271,0.6386222546053597,0.398056453639749,0.50704311332781,0.9064533357536856,0.3359201493928163,0.09561500068162719,0.9209671248684229,0.37654840411608104,0.6962853738445198
13,0.526626426105698,0.20116655031840006,0.4339465082933505,0.0,2.959884561598301,0.75,0.1874118447303772,0.7693569430938134,0.23344697745946738,0.032280427141067325,0.4208857694761103,0.5552848608204849,0.7673160046931818,0.5805444923601784,0.6717912014895097,0.4530385690155207,0.8209930107908118,0.30753208695892126,0.11412992668023444,0.5927271438297544,0.24810079640909605,0.44183165218784404,0.8951114094956588,0.7357590239921691,0.6588001007661703,0.6138606265391411,0.41241541752332145,0.5478804842705537,0.908382538846374,0.34571541192221034,0.12129985927074696,0.9451057466579738,0.3837474868877625,0.69536682280287
14,0.5095742555956045,0.19903707690536976,0.41404957758883637,0.0,2.722656990091006,0.75,0.18809598684310913,0.7552049343402569,0.22900956582564574,0.029972488920275986,0.43037060639717656,0.5674799860948476,0.7765124535493595,0.5951151381290636,0.6796300758426086,0.46425081204233437,0.8270535530889938,0.31435953912685155,0.1397234528999104,0.5824563676307005,0.2548579076470192,0.4637728179895836,0.9003182499711302,0.7448636783756765,0.6521156552407096,0.5970227653424395,0.42278461897806985,0.5833942981744922,0.9104207880812816,0.3522933604415573,0.15097702595656887,0.9597953295579114,0.39085638223662145,0.6934228171778591
15,0.5109602864831686,0.1994627627233664,0.41533003747463226,0.0,2.842306780318419,0.75,0.19069577753543854,0.7413660081533285,0.2249170272396161,0.025454264516249686,0.44012189171142957,0.5794981993414695,0.7842328822560093,0.6074099801094729,0.6861337182400307,0.47581171217442747,0.8315128757597275,0.31972937549634767,0.16843283839769232,0.5796481312196942,0.25889338417139635,0.48251474522371945,0.9044793357722132,0.7528162281455038,0.646202157785924,0.5914975239662543,0.4235789824149011,0.6153293173468737,0.9115614525589725,0.35723221375272085,0.18554317387213298,0.966594123308399,0.39971874504297594,0.6909276750475839
16,0.5065616449962059,0.19967396712551513,0.40918357856571674,0.0,2.7895841524004936,0.75,0.1923115998506546,0.7285739481449127,0.22138146540293327,0.021707498277418136,0.4490572617529758,0.5902635153097012,0.7900268127980719,0.6173387775567567,0.6914615190654567,0.48658845759266905,0.8349555863820602,0.3251775562814187,0.19560979808580442,0.5779890158934814,0.2629198054799581,0.49769180839513194,0.9064634978017846,0.7581940400302992,0.6415775552042252,0.5883333804166688,0.4261105028076194,0.6423055051036007,0.913675807562622,0.3628026556094655,0.2196083780616487,0.9704779564562572,0.40706136923395375,0.6885231183895226
17,0.5002050666759411,0.19850217550992966,0.40227052693565685,0.0,3.1065557450056076,0.75,0.19461140036582947,0.7163621943730575,0.21823732325663933,0.019735147746709675,0.4580109001926254,0.6007305047030062,0.7947946560944668,0.625975881162929,0.6960460799879241,0.4975208618956429,0.837617152264475,0.32985954579879645,0.224328067826043,0.5794870210676492,0.26614574382649786,0.510627870372291,0.9070695744120366,0.7638210361098674,0.6362667002553901,0.5891104705546795,0.4269242432905546,0.667903725541468,0.9162446272894099,0.3673248213176127,0.2573281290896028,0.9725831806323006,0.41407801097031877,0.6843917038810536
18,0.49212386831641197,0.1977133977537354,0.3925473044315974,0.0,2.493254909912745,0.75,0.1974363625049591,0.704754127905919,0.21540256589651108,0.017689168142775685,0.4662851370767724,0.6099728467470548,0.7987253589648879,0.6330919397513491,0.6999355655264736,0.5076534677508158,0.8398008207400144,0.3345341524560478,0.24982960124766543,0.5846076613005036,0.26849221448104416,0.5204463722353586,0.9076516632830255,0.7671671529564067,0.6340157490574888,0.5943299809520423,0.4256236903192946,0.6880711268423746,0.9182615942376637,0.3723376191294154,0.2919298599979801,0.9727797398570075,0.4210509467861885,0.6811574137775822
19,0.49112760089337826,0.19700107785562673,0.3921687050412099,0.0,2.7834032053748765,0.75,0.20010319352149963,0.6943582273446597,0.21305389186510673,0.01605281400948,0.4729345729702117,0.6173056984892606,0.801669523346967,0.6383140395532059,0.7029035193990438,0.515846940221998,0.8416045624975049,0.33857243802061515,0.27134128282991754,0.588426518973026,0.2705621843032245,0.5271004511969821,0.9084723762382759,0.7698898129331561,0.6317300509042895,0.5983822070306366,0.42555295932834386,0.7010648436172068,0.9195761234454176,0.37669174301899855,0.3223268288602038,0.972502630061616,0.4262348903662413,0.679915958310077
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