Pathology Image Classification on WSSS4LUAD (test)
91.02Top-1 AccuracyCONCH
Evaluation Results
| Method | Links | |
|---|---|---|
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 91.02 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 90.89 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 90.36 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 90.36 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 90.22 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 89.96 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 89.27 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 89.1 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 88.61 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 88.51 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 88.28 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 87.85 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 87.38 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 87.32 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 87.22 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 86.49 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 86.43 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 85.07 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 83.69 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 83.49 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 83.39 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 83.19 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 82.2 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 81.54 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 79.52 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 77.51 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 77.01 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 76.25 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 75.86 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 75.79 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 75.43 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 73.12 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 70.54 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 66.88 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 64.89 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 64.89 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 62.85 |