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ResearchFormerly WizWand

Pathology Image Classification on NCT-CRC (test)

96.09Top-1 AccuracyKEEP
21.26240.688560.11579.5415Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0696.09
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0696.06
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0694.54
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0693.02
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0692.33
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0691.99
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0691.98
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0691.63
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0690.68
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0690.64
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0690.61
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0690.6
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0689.42
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0687.84
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0687.02
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0684.99
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0684.14
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0683.87
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0676.39
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0675.31
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0674.74
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0674.26
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0666.91
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0666.66
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0662.99
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0661.31
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0657.23
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0651.98
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0651.95
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0651.62
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0650.49
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0645.46
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0642.92
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0629.14
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0628.38
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0624.28
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0624.14