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ResearchFormerly WizWand

Pathology Image Classification on WSSS4LUAD (test)

91.02Top-1 AccuracyCONCH
61.723269.329176.93584.5409Jun 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0691.02
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0690.89
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0690.36
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0690.36
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0690.22
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0689.96
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0689.27
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0689.1
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0688.61
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0688.51
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0688.28
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0687.85
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0687.38
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0687.32
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0687.22
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0686.49
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0686.43
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0685.07
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0683.69
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0683.49
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0683.39
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0683.19
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0682.2
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0681.54
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0679.52
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0677.51
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0677.01
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0676.25
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0675.86
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0675.79
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0675.43
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0673.12
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0670.54
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0666.88
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0664.89
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0664.89
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0662.85