Pathology Image Classification on LC-LUNG (test)
98.11Top-1 AccuracyKEEP
Evaluation Results
| Method | Links | |
|---|---|---|
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 98.11 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 98.02 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 97.84 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 97.71 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 97.62 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 97.42 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 97.38 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 95.87 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 95.82 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 95.69 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 95.18 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 95.02 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 94.96 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 94.8 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 94.42 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 94.07 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 94 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 92.98 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 92.93 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 92.27 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 89.87 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 89.51 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 89.2 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 88.82 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 86.33 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 85.44 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 85.02 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 79.27 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 78.4 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 78.22 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 74.64 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 72.02 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 67.67 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 45.53 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 45.49 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 43.6 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 30.98 |