Out-of-Distribution Detection on Places365
92.3AUROCGCOS + Lreg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GCOS + LregTraining Dataset=CIFAR-102026.03 | 92.3 | — | — | — | — | 41.5 | — | — | |
| CreNet2026.03 | 91.8 | — | — | — | — | — | — | — | |
| CreWra2026.03 | 91.6 | — | — | — | — | — | — | — | |
| CreEnssubscript=0.02026.03 | 91.3 | — | — | — | — | — | — | — | |
| CreRLsubscript=0.952026.03 | 91 | — | — | — | — | — | — | — | |
| Free EnergyTraining Dataset=CIFAR-102026.03 | 90.02 | — | — | — | — | 40.11 | — | — | |
| ASHTraining Dataset=CIFAR-102026.03 | 89.79 | — | — | — | — | 40.89 | — | — | |
| VOSTraining Dataset=CIFAR-102026.03 | 89.1 | — | — | — | — | 39.5 | — | — | |
| EffCresubscript=1.02026.03 | 88.6 | — | — | — | — | — | — | — | |
| CreBNN2026.03 | 88.5 | — | — | — | — | — | — | — | |
| EffCresubscript=0.952026.03 | 86.2 | — | — | — | — | — | — | — | |
| PEFT‡Pre-trained model=OpenCLIP2025.09 | 86.04 | 0.5543 | — | — | — | — | 74.25 | 93.65 | |
| PEFT†Pre-trained model=CLIP2025.09 | 84.65 | 0.5836 | — | — | — | — | 71.67 | 93 | |
| EffCresubscript=0.92026.03 | 82.7 | — | — | — | — | — | — | — | |
| OCL2025.09 | 77.81 | 0.7997 | — | — | — | — | 62.8 | 88.39 | |
| OE2025.09 | 75.68 | 0.8355 | — | — | — | — | 60.99 | 86.51 | |
| EffCresubscript=0.82026.03 | 72.1 | — | — | — | — | — | — | — | |
| EffCresubscript=0.02026.03 | 47.8 | — | — | — | — | — | — | — | |
| EffCresubscript=0.22026.03 | 47.4 | — | — | — | — | — | — | — | |
| EffCresubscript=0.62026.03 | 42.8 | — | — | — | — | — | — | — | |
| EffCresubscript=0.42026.03 | 38.9 | — | — | — | — | — | — | — | |
| DMD-aBackbone=VGG162025.12 | — | 0.83 | — | — | — | — | — | — | |
| DMD-aBackbone=ViTB162025.12 | — | 0.96 | — | — | — | — | — | — | |
| DMD-bBackbone=VGG162025.12 | — | 0.89 | — | — | — | — | — | — | |
| DMD-bBackbone=ViTB162025.12 | — | 0.11 | — | — | — | — | — | — | |
| DOCBackbone=VGG162025.12 | — | 0.45 | — | — | — | — | — | — | |
| DOCBackbone=ViTB162025.12 | — | 0.45 | — | — | — | — | — | — | |
| DropoutBackbone=ResNet18, In-Distribution=CIFAR-102025.12 | — | — | 83.7 | 82.8 | 71.4 | — | — | — | |
| EnsembleBackbone=ResNet18, In-Distribution=CIFAR-102025.12 | — | — | 85.6 | 84.6 | 75.8 | — | — | — | |
| FSBackbone=VGG162025.12 | — | 0.67 | — | — | — | — | — | — | |
| FSBackbone=ViTB162025.12 | — | 0.51 | — | — | — | — | — | — | |
| LaplaceBackbone=ResNet18, In-Distribution=CIFAR-102025.12 | — | — | 86.3 | 85 | 82.5 | — | — | — | |
| MACSBackbone=VGG162025.12 | — | 0.44 | — | — | — | — | — | — | |
| MACSBackbone=ViTB162025.12 | — | 0.4 | — | — | — | — | — | — | |
| MSPBackbone=VGG162025.12 | — | 0.5 | — | — | — | — | — | — | |
| MSPBackbone=ViTB162025.12 | — | 0.49 | — | — | — | — | — | — | |
| Rel-UBackbone=VGG162025.12 | — | 0.9 | — | — | — | — | — | — | |
| Rel-UBackbone=ViTB162025.12 | — | 0.95 | — | — | — | — | — | — |