Out-of-Distribution Detection on CIFAR100 (AURC, FPR95, AUROC)
490.21AURCGradnorm
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GradnormArchitecture=ResNet110, Duplicate=true2024.11 | 490.21 | 98.17 | 49.26 | |
| OpenMixArchitecture=ResNet1102024.11 | 342.16 | 87.03 | 69.27 | |
| GradnormArchitecture=DenseNet, Duplicate=true2024.11 | 310.37 | 80.45 | 73.68 | |
| GradnormArchitecture=WRNet, Duplicate=true2024.11 | 305.28 | 75.61 | 75.57 | |
| MSPArchitecture=ResNet1102024.11 | 293.44 | 83.41 | 74.55 | |
| SIRCArchitecture=ResNet1102024.11 | 287.93 | 81.03 | 75.9 | |
| EntropyArchitecture=ResNet1102024.11 | 287.62 | 81.2 | 75.93 | |
| FMFPArchitecture=ResNet1102024.11 | 284.13 | 81.77 | 74.98 | |
| CosineArchitecture=WRNet2024.11 | 279.53 | 81.6 | 77.91 | |
| MaxLogitArchitecture=ResNet1102024.11 | 275.85 | 82.53 | 77.73 | |
| EnergyArchitecture=ResNet1102024.11 | 275.39 | 83.18 | 77.78 | |
| CosineArchitecture=ResNet1102024.11 | 271.13 | 78.3 | 79.31 | |
| OpenMixArchitecture=DenseNet2024.11 | 267.67 | 79.7 | 78.27 | |
| MSPArchitecture=WRNet2024.11 | 264.67 | 80.04 | 79.41 | |
| GradnormArchitecture=ResNet1102024.11 | 263.49 | 72.7 | 80.55 | |
| EntropyArchitecture=WRNet2024.11 | 260.92 | 79.5 | 80.26 | |
| SIRCArchitecture=WRNet2024.11 | 259.93 | 77.99 | 80.5 | |
| TALArchitecture=ResNet1102024.11 | 259.64 | 76.37 | 80.28 | |
| MaxLogitArchitecture=WRNet2024.11 | 258.57 | 79.35 | 80.67 | |
| FMFPArchitecture=DenseNet2024.11 | 258.04 | 77.11 | 79.31 | |
| EnergyArchitecture=WRNet2024.11 | 257.78 | 78.93 | 80.83 | |
| MSPArchitecture=DenseNet2024.11 | 257.69 | 77.86 | 79.77 | |
| OpenMixArchitecture=WRNet2024.11 | 251.49 | 74.33 | 81.16 | |
| TALArchitecture=DenseNet2024.11 | 250.78 | 75.46 | 81.35 | |
| EntropyArchitecture=DenseNet2024.11 | 250.68 | 75.54 | 81.34 | |
| CosineArchitecture=DenseNet2024.11 | 250.14 | 77.01 | 81.48 | |
| SIRCArchitecture=DenseNet2024.11 | 249.73 | 74.48 | 81.58 | |
| TAL w/ FMFPArchitecture=ResNet1102024.11 | 245.62 | 78.61 | 81.59 | |
| TALArchitecture=WRNet2024.11 | 245.36 | 79.48 | 81.29 | |
| FMFPArchitecture=WRNet2024.11 | 245.1 | 75.71 | 81.42 | |
| EnergyArchitecture=DenseNet2024.11 | 240.11 | 75.65 | 82.81 | |
| MaxLogitArchitecture=DenseNet2024.11 | 240.06 | 75.65 | 82.86 | |
| LogitNormArchitecture=ResNet1102024.11 | 235.5 | 73.23 | 83.35 | |
| GradnormArchitecture=WRNet2024.11 | 231.16 | 61.11 | 85.74 | |
| TAL w/ FMFPArchitecture=DenseNet2024.11 | 224.62 | — | 86.01 | |
| TAL w/ FMFPArchitecture=WRNet2024.11 | 224.56 | 71.32 | 85.31 | |
| LogitNormArchitecture=DenseNet2024.11 | 216.63 | 60.21 | 87.27 | |
| GradnormArchitecture=DenseNet2024.11 | 208.53 | 54.83 | 89.23 | |
| LogitNormArchitecture=WRNet2024.11 | 204.45 | 58.98 | 89.1 |