Histopathology Classification on TCGA (test) benchmark leaderboard · SOTA2 Research

Histopathology Classification on TCGA (test)

0.769F1 (Good prognosis)LDM synthetic augmentation

Evaluation Results

Method
LDM synthetic augmentation2026.01	0.769	0.675	0.526	0.835	0.68	0.701
Macenko stain augmentation2026.01	0.76	0.654	0.389	0.801	0.622	0.651
Standard augmentation2026.01	0.756	0.639	0.303	0.772	0.583	0.617
No augmentation2026.01	0.754	0.655	0.359	0.797	0.611	0.641
Color jittering2026.01	0.753	0.632	0.293	0.767	0.576	0.611
LDM synthetic + Vahadane stain augmentation2026.01	0.731	0.71	0.592	0.83	0.706	0.716
Geometric transformation2026.01	0.73	0.639	0.411	0.791	0.617	0.643
Vahadane stain augmentation2026.01	0.726	0.672	0.486	0.775	0.647	0.665
LDM synthetic + Macenko stain augmentation2026.01	0.722	0.683	0.546	0.833	0.683	0.696
UNI + logistic regression2026.01	0.597	0.66	0.5	0.739	0.622	0.624