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Histopathology Classification on TCGA (test)

0.769F1 (Good prognosis)

LDM synthetic augmentation

Updated 4d ago

Evaluation Results

Method	Links
LDM synthetic augmentation 2026.01		0.769	0.675	0.526	0.835	0.68	0.701
Macenko stain augmentation 2026.01		0.76	0.654	0.389	0.801	0.622	0.651
Standard augmentation 2026.01		0.756	0.639	0.303	0.772	0.583	0.617
No augmentation 2026.01		0.754	0.655	0.359	0.797	0.611	0.641
Color jittering 2026.01		0.753	0.632	0.293	0.767	0.576	0.611
LDM synthetic + Vahadane stain augmentation 2026.01		0.731	0.71	0.592	0.83	0.706	0.716
Geometric transformation 2026.01		0.73	0.639	0.411	0.791	0.617	0.643
Vahadane stain augmentation 2026.01		0.726	0.672	0.486	0.775	0.647	0.665
LDM synthetic + Macenko stain augmentation 2026.01		0.722	0.683	0.546	0.833	0.683	0.696
UNI + logistic regression 2026.01		0.597	0.66	0.5	0.739	0.622	0.624