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ResearchFormerly WizWand

Pathology Image Classification on SKINTUMOR (test)

91.21Top-1 AccuracyKEEP
11.452432.158752.86573.5713Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0691.21
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0691.19
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0688.4
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0688.01
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0687.88
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0686.53
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0685.72
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0682.57
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0681.48
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0677.73
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0676.32
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0675.9
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0675.2
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0673.54
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0672.39
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0671.71
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0670.73
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0669.71
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0668.41
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0666.87
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0666.55
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0666.23
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0664.99
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0664.83
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0663.45
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0661.36
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0660.3
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0657
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0649.18
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0646.31
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0646.04
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0644.72
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0641.28
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0622.64
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0621.88
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0617.23
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0614.52