,accuracy,macro_precision,macro_recall,macro_f1,ece,nll,brier,kappa,mcc,acc_ci_low,acc_ci_high,f1_ci_low,f1_ci_high,params_million,latency_ms_per_sample,rank_macro_f1,rank_accuracy,rank_ece,rank_latency,composite_rank EfficientNetV2,0.8733015056922512,0.8696702657598556,0.8679768258945355,0.8679869729796613,0.037247808352577884,0.40290577159855295,0.19185700561589628,0.8549424354155797,0.8551359419918978,0.8619170033051781,0.885613294160852,0.8555268514424151,0.8801741274983209,20.187736,0.28297827343592985,2.0,2.0,1.0,3.0,2.0 ConvNeXt,0.8887256702166728,0.8852089495598571,0.8840483197748484,0.8842447172605825,0.047479312208878174,0.3676687908030657,0.16914772998297836,0.8725978991683577,0.8726880898067989,0.8771483657730444,0.9006702166727873,0.872637794047553,0.8958271423951419,27.82628,0.34261597656026765,1.0,1.0,3.0,4.0,2.25 ResNet_Spectral,0.14065369078222548,0.12843597793738437,0.1438692922700271,0.13125772985159045,0.04211500539330494,2.060622050548175,0.8708402209551319,0.011660011366541156,0.012072824409450204,0.12890194638266617,0.15406720528828496,0.12105749930400067,0.14134055501992007,24.048712,0.230162289060587,5.0,5.0,2.0,2.0,3.5 ViT_RGB,0.8721997796547926,0.8685419538453859,0.8673229948517179,0.8676401839098214,0.0656103901496671,0.44780838634972064,0.19578831509876596,0.8536762302239458,0.8537416508794842,0.8608152772677194,0.884318766066838,0.8556157351798156,0.879612452201164,85.804808,0.8693078515626951,3.0,3.0,5.0,6.0,4.25 Swin_Transformer,0.8710980536173338,0.8676903442785364,0.8670977430979794,0.8665534933096852,0.051039546060509616,0.3986981412035554,0.1887814481232935,0.8524718835078416,0.8527026141936422,0.858786265148733,0.8835842820418656,0.853781393028759,0.879533123195914,27.525506,0.41421092968718654,4.0,4.0,4.0,5.0,4.25 APSNet_V2,0.1266984943077488,0.14017351846733683,0.13136828857214505,0.06133299975710936,0.0762821055929581,2.1309848941053438,0.8867867345761995,0.006184551207181643,0.009760953684644712,0.1149467499081895,0.14011200881380828,0.05483467216089774,0.06812015396112155,21.681992,0.14067203125023298,6.0,6.0,6.0,1.0,4.75