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ResearchFormerly WizWand

Pathology Image Classification on SKINCANCER (test)

81.38Top-1 AccuracyKEEP
-0.447220.796442.0463.2836Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0681.38
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0680.91
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0679.78
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0677.04
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0673.43
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0671.27
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0670.01
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0669.9
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0669.76
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0666.67
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0666.63
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0666.59
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0665.2
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0664.97
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0664.35
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0662.31
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0659.65
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0659.58
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0658.32
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0653.73
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0648.53
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0647.99
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0642.94
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0638.7
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0634.48
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0633.14
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0630.57
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0630.49
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0624.43
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0622.35
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0618.19
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0616.98
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0615.98
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0614.56
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.064.57
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.063.54
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.062.7