Misclassification Detection on CIFAR-100
167.53AURCODIN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ODINNetwork=ResNet1102023.03 | 167.53 | 68.95 | 79.64 | 73.3 | — | — | — | |
| EnergyNetwork=ResNet1102023.03 | 128.66 | 76.8 | 73.54 | 73.3 | — | — | — | |
| MaxLogitNetwork=ResNet1102023.03 | 125.38 | 77.73 | 70.61 | 73.3 | — | — | — | |
| LogitNormNetwork=ResNet1102023.03 | 118 | 79.56 | 73.09 | 71.68 | — | — | — | |
| LogitNormNetwork=DenseNet2023.03 | 116.35 | 78.14 | 74.81 | 73.13 | — | — | — | |
| ODINNetwork=DenseNet2023.03 | 110.5 | 75.71 | 76.37 | 76.96 | — | — | — | |
| EnergyNetwork=DenseNet2023.03 | 100.13 | 78.03 | 74.46 | 76.96 | — | — | — | |
| MaxLogitNetwork=DenseNet2023.03 | 96.69 | 79.14 | 70.52 | 76.96 | — | — | — | |
| DoctorNetwork=ResNet1102023.03 | 89.84 | 84.94 | 64.75 | 73.3 | — | — | — | |
| MSPNetwork=ResNet1102023.03 | 89.05 | 84.91 | 65.65 | 73.3 | — | — | — | |
| MixupNetwork=ResNet1102023.03 | 87.39 | 84.6 | 64.95 | 75.08 | — | — | — | |
| RegMixupNetwork=ResNet1102023.03 | 75.76 | 84.8 | 64.75 | 76.15 | — | — | — | |
| OpenMixNetwork=ResNet1102023.03 | 73.84 | 85.83 | 64.22 | 75.77 | — | — | — | |
| ODINNetwork=WRNet2023.03 | 72.58 | 81.02 | 65.22 | 80.76 | — | — | — | |
| LogitNormNetwork=WRNet2023.03 | 72.05 | 82.23 | 66.32 | 79.11 | — | — | — | |
| DoctorNetwork=DenseNet2023.03 | 67.45 | 86.3 | 63.47 | 76.96 | — | — | — | |
| MSPNetwork=DenseNet2023.03 | 66.11 | 86.2 | 62.79 | 76.96 | — | — | — | |
| MixupNetwork=DenseNet2023.03 | 63.76 | 86.09 | 63.94 | 77.82 | — | — | — | |
| EnergyNetwork=WRNet2023.03 | 57.3 | 85.05 | 64.15 | 80.76 | — | — | — | |
| MaxLogitNetwork=WRNet2023.03 | 56.07 | 85.62 | 61.57 | 80.76 | — | — | — | |
| RegMixupNetwork=DenseNet2023.03 | 55.81 | 87.14 | 63.98 | 78.68 | — | — | — | |
| OpenMixNetwork=DenseNet2023.03 | 53.83 | 87.45 | 62.22 | 78.97 | — | — | — | |
| DoctorNetwork=WRNet2023.03 | 47.34 | 88.41 | 57.64 | 80.76 | — | — | — | |
| MixupNetwork=WRNet2023.03 | 46.91 | 87.61 | 56.05 | 82.51 | — | — | — | |
| MSPNetwork=WRNet2023.03 | 46.84 | 88.5 | 56.64 | 80.76 | — | — | — | |
| RegMixupNetwork=WRNet2023.03 | 40.36 | 88.33 | 56.44 | 82.5 | — | — | — | |
| OpenMixNetwork=WRNet2023.03 | 39.61 | 89.06 | 55 | 82.63 | — | — | — | |
| DAEDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 86 | |
| DMD-aBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 92 | — | |
| DMD-aBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 90 | — | |
| DMD-bBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 97 | — | |
| DMD-bBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 83 | — | |
| DOCBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 64 | — | |
| DOCBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 58 | — | |
| DropoutBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 92 | |
| EDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 91.28 | |
| F-EDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 94.01 | |
| FSBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 76 | — | |
| FSBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 75 | — | |
| I-EDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 92.84 | |
| MACSBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 63 | — | |
| MACSBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 55 | — | |
| MoDEXBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 96.17 | |
| MSPBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 65 | — | |
| MSPBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 57 | — | |
| R-EDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 92.69 | |
| Re-EDLBackbone=ResNet-18, Uncertainty Type=aleatoric2026.05 | — | — | — | — | — | — | 92.63 | |
| Rel-UBackbone=VGG16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 80 | — | |
| Rel-UBackbone=ViTB16, Protocol=Post-hoc2025.12 | — | — | — | — | — | 78 | — |