Pathology Image Classification on SKINTUMOR (test)
91.21Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 91.21 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 91.19 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 88.4 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 88.01 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 87.88 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 86.53 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 85.72 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 82.57 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 81.48 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 77.73 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 76.32 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 75.9 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 75.2 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 73.54 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 72.39 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 71.71 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 70.73 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 69.71 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 68.41 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 66.87 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 66.55 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 66.23 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 64.99 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 64.83 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 63.45 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 61.36 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 60.3 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 57 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 49.18 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 46.31 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 46.04 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 44.72 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 41.28 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 22.64 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 21.88 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 17.23 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 14.52 |