Pathology Image Classification on NCT-CRC (test)
96.09Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 96.09 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 96.06 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 94.54 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 93.02 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 92.33 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 91.99 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 91.98 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 91.63 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 90.68 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 90.64 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 90.61 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 90.6 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 89.42 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 87.84 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 87.02 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 84.99 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 84.14 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 83.87 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 76.39 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 75.31 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 74.74 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 74.26 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 66.91 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 66.66 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 62.99 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 61.31 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 57.23 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 51.98 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 51.95 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 51.62 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 50.49 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 45.46 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 42.92 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 29.14 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 28.38 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 24.28 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 24.14 |