Pathology Image Classification on SICAP-MIL (test)
63.86Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 63.86 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 60.09 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 59.2 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 58.98 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 58.54 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 58.54 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 57.65 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 57.43 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 55.43 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 54.77 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 53.44 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 53.22 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 51.88 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 51.88 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 50.78 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 49.67 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 47.89 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 47.67 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 47.01 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 46.56 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 46.12 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 45.9 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 44.12 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 39.69 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 38.58 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 37.47 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 37.25 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 35.03 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 34.59 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 32.37 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 29.71 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 29.71 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 26.61 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 23.73 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 18.63 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 16.85 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 15.52 |