Slide-level Pathology Diagnosis on SlideBench BCNB benchmark leaderboard · SOTA2 Research

Slide-level Pathology Diagnosis on SlideBench BCNB

59.42Overall AccuracyPathNavigate

Evaluation Results

Method	Links
PathNavigate2026.05		59.42	88.28	76.09	69	48.4	52.58	32.33
PathAgent2026.05		55.72	87.52	63.69	63.69	44.52	55.95	30.21
SlideChat2026.05		54.07	89.9	72.98	72.98	47.53	23.11	20.58
WSI-LLaVA2026.05		52.68	85.32	60.81	60.81	42.78	46.28	29.2
MedGemma 1.5-4B2026.05		50.38	79.68	52.36	60.35	47.85	42.33	21.27
GPT-4.52026.05		45.85	60.42	50.42	49.86	44.51	42.36	28.43
Gemini-3.1-Pro-preview2026.05		44.91	58.46	50.18	49.62	43.58	40.85	27.62
TITAN2026.05		44.39	85.16	42.44	41.68	36.86	45.35	22.49
GPT-4o2026.05		43.78	56.84	49.96	49.42	42.13	38.46	26.84
Qwen3.5-9B2026.05		41.99	53.84	36.42	30.18	47.53	59.15	21.43
Qwen3.5-4B2026.05		39.48	49.43	33.36	27.32	48.02	52.7	19.19
Patho-R1 alone2026.05		37.26	42.16	54.63	50.38	25.62	35.53	26.65
MedDr2026.05		35.48	59.6	43.8	39.2	27.4	29.4	20.8
Quilt-LLaVA2026.05		34.11	33.46	49.43	44.05	25.85	34.99	25.24