Histoboard - Pathology Foundation Model Benchmarks

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EVA Benchmark
pathology
H&E
radiology

Comprehensive evaluation framework for pathology foundation models covering patch-level classification, slide-level analysis, and segmentation tasks.

15 models evaluated

13 tasks

Organs:

breast

colon

prostate

multi-organ

Detailed Results

Model	Average rank	Average metric	BACH Balanced Accuracy	BreakHis Balanced Accuracy	Camelyon16 Balanced Accuracy	Camelyon16 (test) Balanced Accuracy	CoNSeP Dice	CRC Balanced Accuracy	Gleason Balanced Accuracy	MHIST Balanced Accuracy	MoNuSAC Dice	PANDA Balanced Accuracy	PANDA (test) Balanced Accuracy	PCam Balanced Accuracy	PCam (test) Balanced Accuracy
1Virchow2	3.15	0.815	0.883	0.821	0.974	0.861	0.640	0.967	0.783	0.861	0.669	0.689	0.646	0.933	0.938
2UNI2	4.00	0.812	0.915	0.859	0.973	0.849	0.630	0.965	0.775	0.824	0.642	0.678	0.657	0.944	0.950
3H-optimus-0	4.62	0.807	0.759	0.801	0.929	0.827	0.644	0.955	0.770	0.843	0.685	0.689	0.671	0.932	0.943
4UNI	5.62	0.802	0.785	0.785	0.957	0.833	0.628	0.944	0.750	0.843	0.659	0.691	0.659	0.936	0.937
5Midnight-12k	5.69	0.803	0.904	0.819	0.918	0.849	0.623	0.966	0.800	0.804	0.659	0.689	0.649	0.929	0.929
6Hibou-L	6.92	0.793	0.810	0.735	0.924	0.823	0.646	0.932	0.764	0.839	0.669	0.661	0.634	0.939	0.955
7Kaiko ViT-B/8	6.92	0.793	0.866	0.832	0.866	0.814	0.646	0.959	0.744	0.829	0.680	0.684	0.640	0.912	0.915
8Kaiko ViT-L/14	7.54	0.793	0.864	0.837	0.898	0.816	0.635	0.938	0.749	0.830	0.670	0.674	0.645	0.914	0.911
9Prov-GigaPath	7.85	0.795	0.759	0.827	0.881	0.815	0.626	0.951	0.724	0.829	0.680	0.670	0.653	0.935	0.945
10Kaiko ViT-B/16	9.23	0.784	0.835	0.811	0.897	0.819	0.606	0.957	0.730	0.837	0.639	0.668	0.632	0.905	0.906
11Phikon	10.92	0.775	0.729	0.717	0.895	0.798	0.627	0.940	0.729	0.803	0.635	0.674	0.644	0.916	0.920
12Kaiko ViT-S/8	11.23	0.769	0.802	0.708	0.872	0.804	0.637	0.952	0.718	0.823	0.653	0.676	0.601	0.894	0.886
13Phikon-v2	11.31	0.774	0.732	0.713	0.922	0.805	0.627	0.939	0.757	0.777	0.644	0.664	0.625	0.918	0.894
14Kaiko ViT-S/16	12.00	0.767	0.812	0.734	0.878	0.788	0.603	0.940	0.698	0.831	0.635	0.667	0.621	0.905	0.902
15Lunit ViT-S/16	13.00	0.761	0.783	0.742	0.846	0.771	0.602	0.940	0.750	0.781	0.629	0.668	0.610	0.894	0.897