Model,Dataset,F1,IoU,mIoU,Precision,Recall,BF1,OA,Kappa,ParamsM,FLOPsG,FPS,GPUUtilMean,GPUMemPeakGB,BestEpoch
bifa,dsifn_cd,0.5876007456006543,0.4160302057850789,0.6110678157819511,0.4991436744341649,0.714163059621911,0.2692374829420561,0.8296381632486953,0.48446050149770087,9.866694,53.004107776,13.812948749943253,54.53741496598639,15.103515625,183
bifa,levir_cd_test_as_val,0.7772200490926738,0.6356172725060032,0.808419341774683,0.7759657098937507,0.7784784601381863,0.6581068164794295,0.9818170262479234,0.7677416929228608,9.866694,53.004107776,30.37660067770867,49.10314862882293,15.142578125,120
bit_cd,dsifn_cd,0.6732464267465605,0.5074389455964555,0.6929049348884084,0.692301002842097,0.6552126628781663,0.2818784759987695,0.8919143676757785,0.6085527476918763,12.402506,10.633127936,127.76382771310331,70.51937984496124,2.236328125,99
bit_cd,levir_cd_test_as_val,0.799586142418056,0.6660920695790984,0.8246601448573739,0.8046549638675766,0.7945807918688197,0.7142826772976705,0.9837711871355429,0.7911295875484289,12.402506,10.633127936,236.5967261318666,28.838630806845966,2.267578125,73
bit_cd,sysu_cd,0.761777014929893,0.615217963315948,0.7394939872830217,0.7651630487492994,0.7584208270479067,0.17804850770175878,0.8881356887817383,0.6886850947628923,12.402506,10.633127936,111.11258392638071,89.25739910313901,2.236328125,79
bit_cd,whu_cd,0.8939739856457388,0.8082757395249985,0.8988568465868093,0.9036829444198436,0.8844714406793709,0.6878692739643605,0.9898882087447197,0.8886654758513071,12.402506,10.633127936,46.27620986494711,94.79632867132867,2.2421875,169
cgnet,dsifn_cd,0.6204139588549996,0.4497102371611954,0.6289966041072933,0.5078683237246319,0.797041537442793,0.290287129277491,0.8342517217000299,0.5209630103282443,38.989317,82.233715456,65.39433451868953,74.42424242424242,6.515625,29
cgnet,levir_cd_test_as_val,0.813829892752675,0.6860988117886432,0.835594141922284,0.8571907359673889,0.7746446388920946,0.7651127839148527,0.9855600718794197,0.8063385205698399,38.989317,82.233715456,44.006592116821665,70.2631160572337,6.013671875,7
cgnet,whu_cd,0.9331411054126131,0.8746621690272467,0.9339690857495091,0.9363875817474676,0.9299170724411243,0.8137565557975115,0.9935773714320865,0.9297677114066495,38.989317,82.233715456,129.5358321697537,30.74074074074074,5.623046875,59
changeformer,dsifn_cd,0.5963953317485268,0.424902646803458,0.6151521196784974,0.4996196892317659,0.7396680147099948,0.24223177793420875,0.8298632303873672,0.49368179686254726,29.748018,21.1814336,49.74163278825026,95.43098591549295,4.06640625,71
changeformer,levir_cd_test_as_val,0.7488305452906906,0.5985045034984117,0.7886724275149397,0.7471664917612303,0.7505020376108493,0.6525082458605683,0.979487369800436,0.7381375575522345,29.748018,21.1814336,157.63931568969372,6.408103949393059,4.029296875,38
changeformer,sysu_cd,0.7635077122895184,0.6174787566074121,0.7382290086910818,0.7420084918915827,0.7862899704318523,0.15910651927205388,0.8851286315917969,0.6877325568066883,29.748018,21.1814336,143.73244016179225,47.84216459977452,4.029296875,5
changemamba,dsifn_cd,0.6434760815123489,0.4743566111102172,0.672942151948271,0.6791934062645333,0.6113276792828943,0.19032202946292454,0.8848749796549452,0.5750566463787147,53.999618,28.704817152,15.415776338179318,99.9375,1.93359375,
changemamba,sysu_cd,0.8215558292665033,0.6971529565113743,0.8005622813246391,0.8835815589606054,0.7676670826477711,0.3197375970747556,0.9213563423156739,0.7714383184503374,53.999618,28.704817152,77.64509264301397,37.18365871294288,1.93359375,
changemamba,whu_cd,0.9521134154118737,0.9086035062922089,0.9519146652599242,0.9644280095540546,0.940109351370212,0.8605362745126054,0.9954421476429215,0.949720925553341,53.999618,28.704817152,75.27684982296095,35.7992700729927,1.93359375,
dsamnet,dsifn_cd,0.5467252508453875,0.37620226850103716,0.5756578121324251,0.44739728409145857,0.7027433492579395,0.2373822484751545,0.8019711176554337,0.42791780691796116,16.950728,75.387965568,166.43067548050828,4.569230769230769,2.912109375,46
dsamnet,levir_cd_test_as_val,0.7443825098936938,0.5928417879625196,0.7850042703473563,0.7039534562194848,0.7897383216393002,0.5370281406943246,0.9779014477784607,0.7328737642359691,16.950728,75.387965568,37.840659209004684,95.00075730399777,2.896484375,135
dsamnet,whu_cd,0.8904875987868284,0.8025936499841928,0.8956117379604658,0.8656920371647594,0.916745467236132,0.5854637701687943,0.9891322178477688,0.8847748532857804,16.950728,75.387965568,116.57953122531706,37.82332761578044,2.896484375,64
fc_ef,dsifn_cd,0.6078132931922356,0.43658892689347406,0.6400277852785805,0.5815699075419039,0.6365370874033274,0.19550518949366016,0.8603998819986952,0.5231110311324304,1.350578,3.57695488,204.1314625856242,53.98947368421052,0.736328125,193
fc_ef,levir_cd_test_as_val,0.7318749140186445,0.5771314911806724,0.7765651394042454,0.6905336610552723,0.778481486892271,0.6496543140941452,0.9767600558269983,0.719773962608131,1.350578,3.57695488,457.440587654102,50.35170664206642,0.736328125,143
fc_ef,sysu_cd,0.7710114456206413,0.6273544623407266,0.748866744431494,0.7827960031116655,0.7595764553282184,0.1857411320549439,0.8935979614257813,0.7017299073773073,1.350578,3.57695488,553.7461095985886,91.59367042560932,0.73046875,185
fc_ef,whu_cd,0.8384774456790938,0.7218778930774324,0.8531463537646302,0.8729060451565875,0.8066616256460506,0.581839375316129,0.9850207551570701,0.830636373172092,1.350578,3.57695488,498.54810509444434,99.41927083333333,0.73828125,193
fc_siam_conc,dsifn_cd,0.5478527470010546,0.37727079827865695,0.5665468015680715,0.42884315111097493,0.7582874736719886,0.18113163250446734,0.7872893015543595,0.4224657358172526,1.545986,5.33069824,127.6674514799331,100.0,1.021484375,188
fc_siam_conc,levir_cd_test_as_val,0.765032466223387,0.6194757784288786,0.7998933560037811,0.7678147746362949,0.7622702592757901,0.7175327910510513,0.9809224249302656,0.7550900987535297,1.545986,5.33069824,308.8066011200196,49.486886522981045,1.021484375,161
fc_siam_conc,sysu_cd,0.7778327601946826,0.6364372591894447,0.7557561696759068,0.795517920216922,0.7609168269050424,0.19389256402479288,0.897492301940918,0.7112515835348171,1.545986,5.33069824,356.9414924985463,97.11041666666667,1.01953125,168
fc_siam_conc,whu_cd,0.7788807534595297,0.6378416880467295,0.8061870647098315,0.6920207201033207,0.8906752197829555,0.47327448859542465,0.9756257264945762,0.766197520950025,1.545986,5.33069824,397.8647733348275,91.8232044198895,1.029296875,187
fc_siam_diff,dsifn_cd,0.5828922973563624,0.41132533774615415,0.6276558541726421,0.5874564698238163,0.5783985095454081,0.16905390401950615,0.8593219121297174,0.49829171252971227,1.350146,4.726718464,113.9796561149753,54.642857142857146,1.060546875,189
fc_siam_diff,levir_cd_test_as_val,0.7195563036703964,0.5619585721120967,0.7667412546470117,0.6159687576946813,0.8650282241455334,0.5446553889699682,0.9725275505548236,0.7055414499233686,1.350146,4.726718464,262.803301236158,72.41115434500648,1.060546875,162
fc_siam_diff,sysu_cd,0.7630488077259783,0.6168786776199223,0.7456799513571916,0.8207729449795974,0.7129105347952053,0.18533086945086294,0.895583984375,0.6965111281584377,1.350146,4.726718464,552.8984471499851,73.48659152739992,1.080078125,200
fc_siam_diff,whu_cd,0.7135478623638106,0.55466336350017,0.757982932112159,0.5699008581899322,0.954012597011945,0.2147894082436643,0.9630818604797202,0.6951513275840427,1.350146,4.726718464,567.8746724190939,99.99613152804642,1.087890625,118
hanet,dsifn_cd,0.5347319496547994,0.36493797585180837,0.5816637005984479,0.4754273037721443,0.6109404753442633,0.2418091081097238,0.8193219502766902,0.42478234876982474,3.029444,17.672112,42.355509503181665,38.74418604651163,11.359375,147
hanet,levir_cd_test_as_val,0.7841190392235683,0.6448978746579345,0.8130957691838754,0.763018413310176,0.8064199068405444,0.7043486309434276,0.9819082830144071,0.774685007804301,,,84.43870821956385,16.65075639019301,5.041015625,
ifnet,dsifn_cd,0.45791109387761847,0.29694208817676976,0.510235593348007,0.36465410199556136,0.6152577057324773,0.13252748858584834,0.7524369557698545,0.31083904265817763,50.709501,82.256362816,104.87717240931288,6.739726027397261,6.076171875,94
ifnet,levir_cd_test_as_val,0.7410209455272931,0.5885887861567312,0.7832633576103109,0.7313198472563938,0.7509828879431062,0.34890618950690433,0.9786129737722462,0.7298688291091474,50.709501,82.256362816,105.43775436590045,27.07397827211588,6.076171875,148
ifnet,sysu_cd,0.7144906473441677,0.5558035448154596,0.7019619620157467,0.7561827649180746,0.6771556947303127,0.11575894219106632,0.8723743896484375,0.6326314892191925,,,109.7998158929948,11.069974554707379,3.294921875,
ifnet,whu_cd,0.8388548381711423,0.722437533524704,0.8533669507545103,0.8644491582954631,0.8147325212304489,0.3245497590197231,0.9849130224993847,0.830948073002341,50.709501,82.256362816,104.97716284889803,29.02834008097166,6.080078125,171
schanger,dsifn_cd,0.6629107438142635,0.49578646169382423,0.6835235549354095,0.6646546472008359,0.6611759776431689,0.2846793006305418,0.8857262929280572,0.5941131046723263,,,24.045972401650324,10.16842105263158,2.447265625,
schanger,levir_cd_test_as_val,0.8007421202531346,0.667698034020229,0.8253439053084148,0.7905905578192686,0.8111577859011369,0.736444955171441,0.983551951660507,0.792165431230368,,,48.95964723950117,34.01148730350665,2.447265625,
siam_nestedunet,dsifn_cd,0.5839180827026088,0.4123476772716921,0.6023753989330156,0.47880581363193403,0.7481621842043099,0.2374305751479431,0.8187983830769832,0.47513872819329034,12.034978,54.833190048,29.17738878447961,99.82352941176471,7.33984375,152
siam_nestedunet,levir_cd_test_as_val,0.804614118152699,0.6730999075159894,0.8282322215645075,0.7965327340788418,0.8128611758388072,0.7385675338084918,0.9839154797038813,0.7962274255598115,,,108.7056185804534,16.591663953109737,2.669921875,
stanet,dsifn_cd,0.5483292062852739,0.3777228383209402,0.6258078058276509,0.7953171668325701,0.4183953670206917,0.16132130718974813,0.88285954793294,0.4883839688279523,16.929152,13.163020288,133.95710235674778,99.76,14.107421875,17
stanet,levir_cd_test_as_val,0.7544277634323777,0.6056876906043003,0.7920679380565689,0.7248797051588457,0.7864871169239134,0.6387644386588529,0.9791387936164593,0.7435532864603663,,,174.00004041126004,36.08089097303634,4.44921875,
stanet,sysu_cd,0.7728081218507645,0.6297369985558136,0.7481791351258202,0.761874985146425,0.784059624997151,0.19617302960695046,0.8912834358215332,0.7013728212014791,,,176.0197384045977,35.08267090620032,4.44921875,