Image Classification on BACH (test)
93.33Top-1 AccDINO
Evaluation Results
| Method | Links | |
|---|---|---|
| DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=82022.12 | 93.33 | |
| MoCo v2Backbone=ResNet-50, Protocol=Fine-tune2022.12 | 90.83 | |
| BTBackbone=ResNet-50, Protocol=Linear2022.12 | 87.5 | |
| DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 87.5 | |
| Ensemble approachTraining Data=SOTA2023.12 | 87 | |
| SupervisedBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 86.67 | |
| SupervisedBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 85.83 | |
| DINOBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 85.83 | |
| BTBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 85 | |
| SwAVBackbone=ResNet-50, Protocol=Linear2022.12 | 83.33 | |
| DINOBackbone=ViT-S, Protocol=Linear, Patch Size=82022.12 | 83.33 | |
| ResNet-50Training Data=Real + synthetic2023.12 | 83 | |
| SwAVBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 82.5 | |
| SupervisedBackbone=ResNet-50, Protocol=Linear2022.12 | 80.83 | |
| KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.06 | 79.17 | |
| ResNet-50Training Data=Real2023.12 | 78 | |
| MoCo v2Backbone=ResNet-50, Protocol=Linear2022.12 | 77.5 | |
| SupervisedBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 75.83 | |
| CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.06 | 75 | |
| KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.06 | 75 | |
| OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.06 | 73.33 | |
| CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.06 | 72.5 | |
| MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.06 | 71.67 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 70.83 | |
| ResNet-50Training Data=Synthetic2023.12 | 70 | |
| MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.06 | 70 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 69.17 | |
| KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.06 | 68.33 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 65.83 | |
| CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.06 | 64.17 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 62.5 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 62.5 | |
| RandomBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 61.67 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 60.83 | |
| PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 60.83 | |
| PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.06 | 60 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 59.17 | |
| MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.06 | 59.17 | |
| RandomBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 57.5 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 54.17 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.06 | 52.5 | |
| RandomBackbone=ResNet-50, Protocol=Linear2022.12 | 51.67 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.06 | 50 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.06 | 50 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.06 | 49.17 | |
| UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 49.17 | |
| BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.06 | 48.33 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 48.33 | |
| PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.06 | 46.67 | |
| RandomBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 45 | |
| PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.06 | 42.5 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 40.83 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 40 | |
| CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.06 | 37.5 | |
| QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 36.67 | |
| QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.06 | 35.83 | |
| PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.06 | 35 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.06 | 25 | |
| CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.06 | 16.67 |