Pathology Image Classification on LC-COLON (test)
100Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 100 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 100 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 99.97 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 99.97 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 99.93 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 99.73 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 99.67 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 99.4 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 99.33 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 99.23 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 99.23 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 99 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 98.5 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 98.47 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 98.43 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 98.37 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 98.2 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 97.83 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 97.3 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 97.23 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 96.7 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 96.63 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 94.37 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 93.9 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 93.63 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 93.13 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 92.2 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 91.07 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 87.9 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 86.23 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 84.3 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 79.53 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 78.6 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 70.83 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 63.63 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 51.07 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 50.43 |