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ResearchFormerly WizWand

Pathology Image Classification on LC-COLON (test)

100Top-1 AccuracyKEEP
48.447261.831175.21588.5989Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06100
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06100
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0699.97
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0699.97
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0699.93
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0699.73
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0699.67
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0699.4
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0699.33
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0699.23
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0699.23
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0699
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0698.5
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0698.47
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0698.43
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0698.37
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0698.2
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0697.83
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0697.3
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0697.23
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0696.7
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0696.63
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0694.37
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0693.9
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0693.63
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0693.13
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0692.2
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0691.07
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0687.9
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0686.23
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0684.3
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0679.53
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0678.6
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0670.83
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0663.63
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0651.07
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0650.43