Failure Detection on ImageNet Old setting
238.18AURCResidual
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ResidualArchitecture=ResNet502024.11 | 238.18 | 97.01 | 49 | |
| GradnormArchitecture=ResNet50, variant=12024.11 | 208.22 | 96.19 | 54.23 | |
| GradnormArchitecture=ResNet50, variant=22024.11 | 206.99 | 89.66 | 57.88 | |
| EnergyArchitecture=ResNet502024.11 | 118.66 | 76.33 | 75.81 | |
| MaxLogitArchitecture=ResNet502024.11 | 113.35 | 72.11 | 77.29 | |
| CosineArchitecture=ResNet502024.11 | 102.98 | 69.93 | 79.49 | |
| EntropyArchitecture=ResNet502024.11 | 74.61 | 67.07 | 85.48 | |
| SIRCArchitecture=ResNet502024.11 | 72.91 | 63.67 | 86.11 | |
| MSPArchitecture=ResNet502024.11 | 72.73 | 63.95 | 86.18 | |
| TALArchitecture=ResNet502024.11 | 64.66 | 64.93 | 87.11 | |
| TAL+SIRCArchitecture=ResNet502024.11 | 64.55 | 63.66 | 87.15 |