Image Classification on TinyImageNet et = 1/255 (val)
74.29Standard ErrorOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursModel=CNN-7, Schedule (epochs)=80 (1+20+59)2021.03 | 74.29 | 82.36 | |
| OursModel=Wide-ResNet, Schedule (epochs)=80 (1+20+59)2021.03 | 74.59 | 82.75 | |
| Vanilla IBPModel=CNN-7, Schedule (epochs)=80 (1+20+59)2021.03 | 74.68 | 82.84 | |
| OursModel=Wide-ResNet, Schedule (epochs)=80 (1+10+69)2021.03 | 74.9 | 82.49 | |
| OursModel=CNN-7, Schedule (epochs)=80 (1+10+69)2021.03 | 75.2 | 82.45 | |
| Vanilla IBPModel=CNN-7, Schedule (epochs)=80 (1+10+69)2021.03 | 75.5 | 82.92 | |
| Vanilla IBPModel=Wide-ResNet, Schedule (epochs)=80 (1+20+59)2021.03 | 75.65 | 83.17 | |
| CROWN-IBPModel=Wide-ResNet, Schedule (epochs)=80 (1+10+69)2021.03 | 75.85 | 83.65 | |
| Vanilla IBPModel=Wide-ResNet, Schedule (epochs)=80 (1+10+69)2021.03 | 75.89 | 83 | |
| CROWN-IBPModel=Wide-ResNet, Schedule (epochs)=80 (1+20+59)2021.03 | 75.95 | 83.08 | |
| CROWN-IBPModel=CNN-7, Schedule (epochs)=80 (1+10+69)2021.03 | 76 | 82.81 | |
| CROWN-IBPModel=CNN-7, Schedule (epochs)=80 (1+20+59)2021.03 | 76.27 | 83.35 | |
| OursModel=ResNeXt, Schedule (epochs)=80 (1+20+59)2021.03 | 78.91 | 85.78 | |
| OursModel=ResNeXt, Schedule (epochs)=80 (1+10+69)2021.03 | 80.2 | 85.77 | |
| CROWN-IBPModel=ResNeXt, Schedule (epochs)=80 (1+20+59)2021.03 | 80.81 | 86.43 | |
| Vanilla IBPModel=ResNeXt, Schedule (epochs)=80 (1+20+59)2021.03 | 81.72 | 87.1 | |
| Vanilla IBPModel=ResNeXt, Schedule (epochs)=80 (1+10+69)2021.03 | 82.39 | 87.15 | |
| CROWN-IBPModel=ResNeXt, Schedule (epochs)=80 (1+10+69)2021.03 | 85.47 | 89.11 |