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ResearchFormerly WizWand

Pathology Image Classification on PanNuke (test)

89.62Top-1 AccuracyKEEP
46.87657.97369.0780.167Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0689.62
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0689.04
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0686.81
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0686.81
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0686.55
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0685.17
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0682.73
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0682.42
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0682.42
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0681.57
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0680.83
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0679.71
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0679.29
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0678.87
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0677.91
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0676.64
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0675.79
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0674.36
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0674.31
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0673.62
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0672.3
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0672.25
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0670.44
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0669.65
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0667.8
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0666.31
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0666.26
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0662.87
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0662.18
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0662.13
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0659.48
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0658.69
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0658.47
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0654.56
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0650.16
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0649.58
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0648.52