Out-of-Distribution Detection on ImageNet-1K Far-OOD Average (test)
14.32FPR@95CSP+DCAC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSP+DCACArchitecture=CLIP-B/162026.01 | 14.32 | 96.6 | |
| AdaNDArchitecture=CLIP-B/162026.01 | 16 | 95.58 | |
| ASH-S+DCACArchitecture=ResNet502026.01 | 16.26 | 96.4 | |
| CSPArchitecture=CLIP-B/162026.01 | 17.51 | 95.76 | |
| DDCSArchitecture=ResNet502026.01 | 19.36 | 95.55 | |
| DynProtoBackbone=ConvNeXt-B2026.04 | 19.64 | 94.15 | |
| LINEArchitecture=ResNet502026.01 | 20.7 | 95.03 | |
| ASH-SArchitecture=ResNet502026.01 | 22.81 | 95.12 | |
| OODDArchitecture=CLIP-B/162026.01 | 24.79 | 93.69 | |
| OSPCoOpArchitecture=CLIP-B/162026.01 | 25.13 | 94.75 | |
| SCTArchitecture=CLIP-B/162026.01 | 26.47 | 93.37 | |
| CMAArchitecture=CLIP-B/162026.01 | 29.19 | 93.1 | |
| CADRefArchitecture=ResNet502026.01 | 29.76 | 93.28 | |
| OODDArchitecture=ResNet502026.01 | 29.81 | 93.73 | |
| OptFSArchitecture=ResNet502026.01 | 29.99 | 94.04 | |
| ReActArchitecture=ResNet502026.01 | 30.71 | 93.3 | |
| MCMArchitecture=CLIP-B/162026.01 | 42.63 | 90.66 | |
| CADRefBackbone=ConvNeXt-B2026.04 | 51.88 | 88.88 | |
| VIMBackbone=ConvNeXt-B2026.04 | 53.65 | 86.9 | |
| OptFSBackbone=ConvNeXt-B2026.04 | 56.51 | 87.34 | |
| EnergyArchitecture=ResNet502026.01 | 57.49 | 87.04 | |
| MSPBackbone=ConvNeXt-B2026.04 | 60.13 | 80.29 | |
| MSPArchitecture=ResNet502026.01 | 64.76 | 82.82 | |
| ReActBackbone=ConvNeXt-B2026.04 | 74.45 | 79.99 | |
| DICEBackbone=ConvNeXt-B2026.04 | 89.67 | 42.02 | |
| EnergyBackbone=ConvNeXt-B2026.04 | 91.18 | 53.21 | |
| ASH-SBackbone=ConvNeXt-B2026.04 | 98.67 | 15.66 |