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WSI Classification on TCGA-Lung

0.9706Mean AUCDSAGL
0.468280.598690.72910.85951May 29, 2025Jul 17, 2025Sep 5, 2025Oct 25, 2025Dec 13, 2025Feb 1, 2026Mar 23, 2026

Evaluation results

MethodLinks
DSAGL2025.050.9706
R2T-MIL2025.050.9685
IBMIL2025.050.9671
TransMIL2025.050.9653
CLAM2025.050.9589
Gated-ABMIL2025.050.9564
ABMIL2025.050.9466
MI-Net2025.050.9291
RNN-MIL2025.050.9284
HIPSSshot_setting=16-shot2026.030.9097
MAPLEshot_setting=16-shot2026.030.9044
ViLa-MILshot_setting=16-shot2026.030.8787
HIPSSshot_setting=8-shot2026.030.8745
FOCUSshot_setting=16-shot2026.030.8717
MAPLEshot_setting=8-shot2026.030.8579
HIPSSshot_setting=4-shot2026.030.8285
TOPshot_setting=16-shot2026.030.8256
TOPshot_setting=8-shot2026.030.8161
ABMILshot_setting=16-shot2026.030.8074
ViLa-MILshot_setting=8-shot2026.030.8012
Max Poolingshot_setting=16-shot2026.030.7781
ABMILshot_setting=8-shot2026.030.7709
TOPshot_setting=4-shot2026.030.7689
FOCUSshot_setting=8-shot2026.030.7688
Mean Poolingshot_setting=16-shot2026.030.7618
HIPSSshot_setting=2-shot2026.030.7616
MAPLEshot_setting=4-shot2026.030.7558
Mean Poolingshot_setting=8-shot2026.030.7409
TOPshot_setting=2-shot2026.030.7341
HIPSSshot_setting=1-shot2026.030.7217
MAPLEshot_setting=2-shot2026.030.7213
TOPshot_setting=1-shot2026.030.7131
FOCUSshot_setting=4-shot2026.030.7111
Max Poolingshot_setting=8-shot2026.030.7009
MAPLEshot_setting=1-shot2026.030.6995
ViLa-MILshot_setting=4-shot2026.030.6942
ABMILshot_setting=4-shot2026.030.6832
ABMILshot_setting=2-shot2026.030.6541
FOCUSshot_setting=2-shot2026.030.6515
ViLa-MILshot_setting=2-shot2026.030.6385
Mean Poolingshot_setting=4-shot2026.030.6357
Mean Poolingshot_setting=2-shot2026.030.6341
Max Poolingshot_setting=2-shot2026.030.6301
Max Pooling - CLIPshot_setting=16-shot2026.030.6227
Max Poolingshot_setting=4-shot2026.030.6129
Mean Pooling - CLIPshot_setting=16-shot2026.030.6022
Max Poolingshot_setting=1-shot2026.030.6007
ABMILshot_setting=1-shot2026.030.5965
Mean Poolingshot_setting=1-shot2026.030.5889
ViLa-MILshot_setting=1-shot2026.030.5761
FOCUSshot_setting=1-shot2026.030.5665
Max Pooling - CLIPshot_setting=8-shot2026.030.5547
Mean Pooling - CLIPshot_setting=8-shot2026.030.5418
Max Pooling - CLIPshot_setting=4-shot2026.030.5155
Max Pooling - CLIPshot_setting=2-shot2026.030.4985
Mean Pooling - CLIPshot_setting=4-shot2026.030.4934
Mean Pooling - CLIPshot_setting=2-shot2026.030.4908
Max Pooling - CLIPshot_setting=1-shot2026.030.4876
Mean Pooling - CLIPshot_setting=1-shot2026.030.4876