Pathology Image Classification on BREAKHIS (test)
99.27Top-1 AccuracyCPR
Evaluation Results
| Method | Links | |
|---|---|---|
| CPRVenue=N/A, Mean Resolution=700×459, Mem. (G)=8.12026.07 | 99.27 | |
| Adaptive NNVenue=NMI’2025, Mean Resolution=700×459, Mem. (G)=8.12026.07 | 98.72 | |
| GLNetVenue=NIPS’2024, Mean Resolution=700×459, Mem. (G)=12.42026.07 | 98.53 | |
| OverLoCKVenue=CVPR’2025, Mean Resolution=700×459, Mem. (G)=23.82026.07 | 97.98 | |
| MGCAVenue=EAAI’2025, Mean Resolution=700×459, Mem. (G)=8.32026.07 | 97.43 | |
| HieraVenue=ICML’2023, Mean Resolution=700×459, Mem. (G)=8.12026.07 | 93.76 | |
| GABMILVenue=MICCAI’2025, Mean Resolution=700×459, Mem. (G)=8.32026.07 | 91.19 | |
| PAMILVenue=CVPR’2024, Mean Resolution=700×459, Mem. (G)=11.32026.07 | 90.64 | |
| mammo-CLIPVenue=MICCAI’2024, Mean Resolution=700×459, Mem. (G)=10.52026.07 | 86.97 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 39.36 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 39.19 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 38.73 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 35.95 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 35.86 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 34.93 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 33.84 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 33.29 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 32.24 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 31.31 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 31.1 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 30.97 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 30.34 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 30.3 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 28.57 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 28.53 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 28.32 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 27.22 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 26.04 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 25.71 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 25.2 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 24.74 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 24.36 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 19.89 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 19.6 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 18.71 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 18.67 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 18.58 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 18.16 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 17.99 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 17.99 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 16.9 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 14.62 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 13.91 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 12.18 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 11.72 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 7.71 |