Multi-label Classification on CheXpert (Comprehensive Metrics)
85.96AUROCMFASSL (DINO)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MFASSL (DINO)Probe=Finetune, Backbone=ViT-B/162026.07 | 85.96 | 76.05 | 61.88 | 0.36 | 0.029 | 0.077 | 92.4 | |
| DINO + OcticViT-I8Probe=Finetune, Backbone=ViT-B/162026.07 | 84.95 | 74.96 | 60.71 | 0.367 | 0.037 | 0.078 | 90.9 | |
| DINO + E-SSLProbe=Finetune, Backbone=ViT-B/162026.07 | 84.88 | 74.95 | 60.65 | 0.37 | 0.038 | 0.079 | 90.7 | |
| DINO + OcticViT-H8Probe=Finetune, Backbone=ViT-B/162026.07 | 84.81 | 74.92 | 60.62 | 0.371 | 0.036 | 0.079 | 90.3 | |
| DINOProbe=Finetune, Backbone=ViT-B/162026.07 | 84.72 | 74.88 | 60.42 | 0.372 | 0.039 | 0.079 | 90.5 | |
| MFASSL (MoCo-v3)Probe=Finetune, Backbone=ViT-B/162026.07 | 84.5 | 73.98 | 60.1 | 0.373 | 0.032 | 0.081 | 91 | |
| MoCo-v3 + E-SSLProbe=Finetune, Backbone=ViT-B/162026.07 | 84.2 | 73.6 | 59.95 | 0.383 | 0.031 | 0.082 | 90.2 | |
| MoCo-v3Probe=Finetune, Backbone=ViT-B/162026.07 | 83.94 | 73.25 | 59.88 | 0.386 | 0.031 | 0.082 | 90.1 | |
| MFASSL (MAE)Probe=Finetune, Backbone=ViT-B/162026.07 | 82.31 | 71.85 | 58.22 | 0.396 | 0.038 | 0.088 | 90.6 | |
| MAE + E-SSLProbe=Finetune, Backbone=ViT-B/162026.07 | 81.95 | 71.3 | 58.05 | 0.404 | 0.037 | 0.089 | 89.3 | |
| MAEProbe=Finetune, Backbone=ViT-B/162026.07 | 81.62 | 70.94 | 57.91 | 0.407 | 0.037 | 0.089 | 89.1 | |
| MFASSL (DINO)Probe=Linear, Backbone=ViT-B/162026.07 | 80.35 | 69.1 | 56.08 | 0.431 | 0.037 | 0.09 | 89 | |
| DINO + E-SSLProbe=Linear, Backbone=ViT-B/162026.07 | 80.2 | 68.7 | 55.85 | 0.439 | 0.036 | 0.091 | 89.1 | |
| DINO + OcticViT-H8Probe=Linear, Backbone=ViT-B/162026.07 | 80.15 | 68.5 | 55.71 | 0.441 | 0.037 | 0.089 | 88.8 | |
| DINOProbe=Linear, Backbone=ViT-B/162026.07 | 80.12 | 68.4 | 55.72 | 0.442 | 0.036 | 0.091 | 89.2 | |
| DINO + OcticViT-I8Probe=Linear, Backbone=ViT-B/162026.07 | 80.06 | 68.31 | 55.63 | 0.443 | 0.038 | 0.091 | 89.2 | |
| MFASSL (MoCo-v3)Probe=Linear, Backbone=ViT-B/162026.07 | 79.51 | 66.6 | 54.06 | 0.454 | 0.04 | 0.094 | 87.2 | |
| MoCo-v3 + E-SSLProbe=Linear, Backbone=ViT-B/162026.07 | 79.18 | 66.2 | 54 | 0.458 | 0.041 | 0.095 | 87.4 | |
| MoCo-v3Probe=Linear, Backbone=ViT-B/162026.07 | 78.94 | 65.83 | 54.28 | 0.461 | 0.041 | 0.095 | 87.3 | |
| MFASSL (MAE)Probe=Linear, Backbone=ViT-B/162026.07 | 78.92 | 64.49 | 53.2 | 0.474 | 0.043 | 0.098 | 88.5 | |
| MAE + E-SSLProbe=Linear, Backbone=ViT-B/162026.07 | 78.3 | 64.05 | 53.05 | 0.48 | 0.044 | 0.099 | 88.3 | |
| MAEProbe=Linear, Backbone=ViT-B/162026.07 | 77.86 | 63.47 | 52.93 | 0.486 | 0.044 | 0.1 | 88.2 |