Image Classification on CIFAR10 (test) (Natural & Provable Accuracy)
0.785AccuracyCPL XL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CPL XLNumber of Parameters=236M, Time by Epoch (s)=1632023.03 | 0.785 | 0.644 | 48 | 33 | — | |
| SOC 20Number of Parameters=27M, Time by Epoch (s)=522023.03 | 0.78 | 0.627 | 46 | 30.3 | — | |
| Local-Lip-BNumber of Parameters=2.3M, Time by Epoch (s)=82023.03 | 0.774 | 0.607 | 39 | 20.4 | — | |
| GloRoNumber of Parameters=8M, Time by Epoch (s)=62023.03 | 0.77 | 0.584 | — | — | — | |
| SOC+ 20Number of Parameters=27M, Time by Epoch (s)=522023.03 | 0.763 | 0.626 | 48.7 | 36 | — | |
| Cayley LargeNumber of Parameters=21M, Time by Epoch (s)=302023.03 | 0.746 | 0.614 | 46.4 | 32.1 | — | |
| SLL X-LargeNumber of Parameters=236M, Time by Epoch (s)=1052023.03 | 0.733 | 0.658 | 58.4 | 51.3 | 27.3 | |
| SLL LargeNumber of Parameters=118M, Time by Epoch (s)=552023.03 | 0.727 | 0.65 | 57.3 | 49.7 | 25.4 | |
| SLL MediumNumber of Parameters=78M, Time by Epoch (s)=352023.03 | 0.722 | 0.643 | 56 | 48.3 | 23.9 | |
| AOL LargeNumber of Parameters=136M, Time by Epoch (s)=642023.03 | 0.716 | 0.64 | 56.4 | 49 | 23.7 | |
| SLL SmallNumber of Parameters=41M, Time by Epoch (s)=202023.03 | 0.712 | 0.626 | 53.8 | 45.3 | 20.4 |