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WSI Classification on TCGA-RENAL (test)

0.9055Instance AUC (ccRCC)Fully Supervised
0.5249640.6237570.722550.821343Sep 29, 2024

Evaluation results

MethodLinks
Fully SupervisedBag Shot=All, Instance Shot=All2024.090.90550.89170.94720.94720.95760.92670.9438
FASTBag Shot=16, Instance Shot=162024.090.82520.8420.86090.92540.92160.92340.9235
Zero-shot CONCHBag Shot=0, Instance Shot=02024.090.81270.91220.91310.90390.89360.94490.9141
FASTBag Shot=8, Instance Shot=162024.090.7940.82280.83980.89550.89780.89640.8966
Tip-Adapter-FBag Shot=16, Instance Shot=162024.090.74090.80260.8030.86120.82350.85310.8459
Tip-Adapter-FBag Shot=8, Instance Shot=162024.090.72490.78320.79180.78540.82390.78790.7991
FASTBag Shot=4, Instance Shot=162024.090.71070.75470.76520.76840.8260.81430.8029
Tip-AdapterBag Shot=16, Instance Shot=162024.090.69110.78860.78510.76240.75930.88770.8031
Tip-AdapterBag Shot=8, Instance Shot=162024.090.68390.75520.76230.77350.77870.79080.781
Tip-Adapter-FBag Shot=4, Instance Shot=162024.090.65870.72660.74880.7220.76210.71320.7324
Tip-AdapterBag Shot=4, Instance Shot=162024.090.63610.67970.68350.66710.72740.78560.7267
FASTBag Shot=2, Instance Shot=162024.090.62450.69980.69870.67450.73270.73290.7133
Tip-Adapter-FBag Shot=2, Instance Shot=162024.090.60840.6820.69850.63590.73910.74810.7077
Tip-AdapterBag Shot=2, Instance Shot=162024.090.60680.64130.62380.65450.66820.74050.6877
FASTBag Shot=1, Instance Shot=162024.090.59350.68530.65480.60670.69210.64880.6492
Tip-AdapterBag Shot=1, Instance Shot=162024.090.58740.63080.60170.59510.65150.66240.6363
Tip-Adapter-FBag Shot=1, Instance Shot=162024.090.5710.65330.6230.59810.65230.69480.6484
Zero-shot CLIPBag Shot=0, Instance Shot=02024.090.54750.55210.3640.49590.51920.48110.4987
Zero-shot PLIPBag Shot=0, Instance Shot=02024.090.53960.60060.47740.60360.6610.49050.585