Image Classification on CRC (test)
89.74Top-1 AccMadCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MadCLIPShot=16, Backbone=CONCH2026.01 | 89.74 | 95.86 | 92.54 | 83.92 | |
| HAAFShot=16, Backbone=CONCH2026.01 | 89.55 | 93.58 | 88.22 | 83.94 | |
| MVFAShot=16, Backbone=CONCH2026.01 | 87.03 | 91.85 | 86.23 | 80.21 | |
| HAAFShot=8, Backbone=CONCH2026.01 | 85.06 | 89.55 | 84.15 | 74.57 | |
| HAAFShot=4, Backbone=CONCH2026.01 | 84.48 | 90.25 | 84.61 | 73.25 | |
| DRAShot=8, Backbone=CONCH2026.01 | 82.41 | 86.04 | 77.55 | 70.86 | |
| DRAShot=16, Backbone=CONCH2026.01 | 82.29 | 86.59 | 78.63 | 71.3 | |
| DRAShot=4, Backbone=CONCH2026.01 | 82.14 | 87.2 | 79.24 | 71.54 | |
| MadCLIPShot=8, Backbone=CONCH2026.01 | 81.83 | 89.27 | 82.85 | 70.73 | |
| HAAFShot=2, Backbone=CONCH2026.01 | 80.45 | 80.73 | 68.65 | 68.89 | |
| MadCLIPShot=4, Backbone=CONCH2026.01 | 80.16 | 87.98 | 81.11 | 67.76 | |
| MVFAShot=4, Backbone=CONCH2026.01 | 79.73 | 86.75 | 76.09 | 68.63 | |
| MVFAShot=8, Backbone=CONCH2026.01 | 79.1 | 85.54 | 71.28 | 68.8 | |
| MVFAShot=2, Backbone=CONCH2026.01 | 78.96 | 81.21 | 67.41 | 66.36 | |
| MadCLIPShot=2, Backbone=CONCH2026.01 | 77.34 | 85.75 | 77.77 | 66 | |
| DRAShot=2, Backbone=CONCH2026.01 | 73.62 | 76.84 | 61.18 | 60.24 | |
| DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=82022.12 | 0.9713 | — | — | — | |
| MoCo v2Backbone=ResNet-50, Protocol=Fine-tune2022.12 | 0.9621 | — | — | — | |
| SupervisedBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 0.9581 | — | — | — | |
| DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 0.9581 | — | — | — | |
| SwAVBackbone=ResNet-50, Protocol=Linear2022.12 | 0.9578 | — | — | — | |
| DINOBackbone=ViT-S, Protocol=Linear, Patch Size=82022.12 | 0.9529 | — | — | — | |
| BTBackbone=ResNet-50, Protocol=Linear2022.12 | 0.946 | — | — | — | |
| DINOBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 0.9419 | — | — | — | |
| MoCo v2Backbone=ResNet-50, Protocol=Linear2022.12 | 0.9352 | — | — | — | |
| SwAVBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 0.9331 | — | — | — | |
| BTBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 0.9323 | — | — | — | |
| SupervisedBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 0.9209 | — | — | — | |
| SupervisedBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 0.9156 | — | — | — | |
| SupervisedBackbone=ResNet-50, Protocol=Linear2022.12 | 0.9093 | — | — | — | |
| RandomBackbone=ResNet-50, Protocol=Fine-tune2022.12 | 0.8999 | — | — | — | |
| RandomBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.12 | 0.861 | — | — | — | |
| RandomBackbone=ViT-S, Protocol=Linear, Patch Size=162022.12 | 0.699 | — | — | — | |
| RandomBackbone=ResNet-50, Protocol=Linear2022.12 | 0.6891 | — | — | — |