Pathology Image Classification on PanNuke (test)
89.62Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 89.62 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 89.04 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 86.81 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 86.81 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 86.55 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 85.17 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 82.73 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 82.42 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 82.42 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 81.57 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 80.83 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 79.71 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 79.29 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 78.87 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 77.91 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 76.64 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 75.79 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 74.36 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 74.31 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 73.62 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 72.3 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 72.25 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 70.44 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 69.65 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 67.8 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 66.31 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 66.26 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 62.87 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 62.18 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 62.13 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 59.48 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 58.69 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 58.47 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 54.56 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 50.16 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 49.58 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 48.52 |