Pathology Image Classification on SKINCANCER (test)
81.38Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 81.38 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 80.91 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 79.78 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 77.04 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 73.43 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 71.27 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 70.01 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 69.9 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 69.76 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 66.67 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 66.63 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 66.59 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 65.2 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 64.97 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 64.35 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 62.31 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 59.65 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 59.58 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 58.32 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 53.73 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 48.53 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 47.99 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 42.94 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 38.7 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 34.48 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 33.14 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 30.57 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 30.49 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 24.43 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 22.35 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 18.19 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 16.98 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 15.98 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 14.56 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 4.57 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 3.54 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 2.7 |