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ResearchFormerly WizWand

Pathology Image Classification on Osteo (test)

85.47Top-1 AccuracyPLIP
39.81451.66763.5275.373Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0685.47
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0685.47
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0685.17
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0684.88
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0684.59
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0684.3
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0683.72
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0682.85
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0680.81
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0680.81
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0680.23
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0679.65
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0679.07
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0678.78
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0677.03
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0676.16
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0675.29
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0671.22
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0668.02
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0666.86
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0666.86
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0666.57
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0666.57
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0663.37
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0663.08
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0662.5
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0661.05
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0661.05
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0660.76
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0659.01
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0656.4
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0648.84
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0647.97
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0647.67
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0646.8
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0645.64
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0641.57