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ResearchFormerly WizWand

Pathology Image Classification on SICAP-MIL (test)

63.86Top-1 AccuracyKEEP
13.586426.638239.6952.7418Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0663.86
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0660.09
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0659.2
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0658.98
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0658.54
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0658.54
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0657.65
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0657.43
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0655.43
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0654.77
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0653.44
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0653.22
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0651.88
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0651.88
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0650.78
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0649.67
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0647.89
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0647.67
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0647.01
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0646.56
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0646.12
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0645.9
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0644.12
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0639.69
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0638.58
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0637.47
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0637.25
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0635.03
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0634.59
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0632.37
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0629.71
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0629.71
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0626.61
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0623.73
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0618.63
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0616.85
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0615.52