Out-of-Distribution Detection on ImageNet (ID) vs Places365 (OOD) 1.0 (test)
20.95FPR95AdaND
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AdaNDArchitecture=CLIP-B/162026.01 | 20.95 | 94.55 | |
| CSP+DCACArchitecture=CLIP-B/162026.01 | 25.29 | 93.94 | |
| OSPCoOpArchitecture=CLIP-B/162026.01 | 25.74 | 94.01 | |
| CMAArchitecture=CLIP-B/162026.01 | 27.6 | 93.87 | |
| LINEArchitecture=ResNet502026.01 | 28.52 | 92.85 | |
| DDCSArchitecture=ResNet502026.01 | 28.78 | 92.89 | |
| ASH-S+DCACArchitecture=ResNet502026.01 | 29.18 | 93.11 | |
| CSPArchitecture=CLIP-B/162026.01 | 29.32 | 92.9 | |
| SCTArchitecture=CLIP-B/162026.01 | 29.86 | 92.24 | |
| ReActArchitecture=ResNet502026.01 | 33.45 | 91.93 | |
| ASH-SArchitecture=ResNet502026.01 | 39.83 | 90.98 | |
| MCMArchitecture=CLIP-B/162026.01 | 42.98 | 90.1 | |
| OODDArchitecture=CLIP-B/162026.01 | 44.76 | 87.1 | |
| OptFSArchitecture=ResNet502026.01 | 44.78 | 90.42 | |
| CADRefArchitecture=ResNet502026.01 | 51.12 | 87.8 | |
| ASHTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 52.05 | 83.67 | |
| OODDArchitecture=ResNet502026.01 | 53.59 | 87.13 | |
| ZODE-KNN2022.12 | 53.96 | 88.07 | |
| KNN+2022.12 | 59.15 | 84.71 | |
| GODIN2022.12 | 63.7 | 83.81 | |
| Energy2022.12 | 64.92 | 82.86 | |
| EnergyArchitecture=ResNet502026.01 | 65.43 | 84.12 | |
| DAL-ASHTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 67.38 | 78.2 | |
| ODIN2022.12 | 67.89 | 81.78 | |
| MSPArchitecture=ResNet502026.01 | 71.59 | 80.63 | |
| DOETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 72.55 | 78 | |
| MSPTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 72.72 | 77.19 | |
| POEMTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 73.23 | 68.83 | |
| Energy-OETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 73.81 | 78.34 | |
| OETraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 73.87 | 76.94 | |
| Free EnergyTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 73.98 | 75.97 | |
| MSP2022.12 | 73.99 | 79.76 | |
| DALTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 74.23 | 76.7 | |
| ATOMTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 74.3 | 77 | |
| DAL-EnergyTraining Data Setup=Using ID data and auxiliary OOD data, Backbone=ResNet-502023.11 | 74.37 | 67.68 | |
| KNNTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 75.78 | 69.51 | |
| KNN2022.12 | 76.28 | 75.76 | |
| SSD+2022.12 | 81.19 | 70.97 | |
| VOSTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 87.75 | 65.65 | |
| MahalanobisTraining Data Setup=Using ID data only, Backbone=ResNet-502023.11 | 96.15 | 53.62 | |
| Mahalanobis2022.12 | 98.4 | 41.79 |