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ResearchFormerly WizWand

Pathology Image Classification on LC-LUNG (test)

98.11Top-1 AccuracyKEEP
28.294846.419964.54582.6701Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0698.11
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0698.02
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0697.84
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0697.71
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0697.62
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0697.42
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0697.38
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0695.87
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0695.82
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0695.69
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0695.18
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0695.02
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0694.96
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0694.8
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0694.42
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0694.07
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0694
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0692.98
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0692.93
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0692.27
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0689.87
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0689.51
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0689.2
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0688.82
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0686.33
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0685.44
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0685.02
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0679.27
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0678.4
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0678.22
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0674.64
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0672.02
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0667.67
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0645.53
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0645.49
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0643.6
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0630.98