Out-of-Distribution Detection on D_near
80.09AUROCRMDS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RMDSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 80.09 | 65.36 | |
| MDSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 79.04 | 66.12 | |
| VIMBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 77.03 | 73.73 | |
| GENBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 76.3 | 70.78 | |
| SHEBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 76.11 | 70.88 | |
| WeiPer+KLDBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 75 | 73.02 | |
| WeiPer+MSPBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 74.82 | 74.97 | |
| WeiPer+ReActBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 74.79 | 74.08 | |
| KLMBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 74.41 | 77.25 | |
| KNNBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 74.11 | 70.47 | |
| OpenMaxBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 73.64 | 88.76 | |
| MSPBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 73.52 | 81.85 | |
| TempScaleBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 73.18 | 84.62 | |
| ReActBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 69.26 | 84.49 | |
| MLSBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 68.3 | 92.25 | |
| DICEBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 65.36 | 85.44 | |
| EBOBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 62.41 | 93.19 | |
| ASHBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 53.21 | 94.43 | |
| GradNormBackbone=ViT16-B, Training Objective=Cross Entropy, Preprocessing=standard2024.05 | 39.28 | 94.71 |