Pathology Image Classification on Osteo (test)
85.47Top-1 AccuracyPLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 85.47 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 85.47 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 85.17 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 84.88 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 84.59 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 84.3 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 83.72 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 82.85 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 80.81 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 80.81 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 80.23 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 79.65 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 79.07 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 78.78 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 77.03 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 76.16 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 75.29 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 71.22 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 68.02 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 66.86 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 66.86 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 66.57 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 66.57 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 63.37 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 63.08 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 62.5 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 61.05 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 61.05 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 60.76 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 59.01 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 56.4 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 48.84 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 47.97 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 47.67 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 46.8 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 45.64 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 41.57 |