Image Classification on CIFAR-10 (test) (Accuracy and Efficiency Metrics)
59.4AccuracyAdam
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdamArchitecture=4 x 16 + Skip2025.06 | 59.4 | 13 | 123.9 | 9.49 | |
| AdamArchitecture=4 x 162025.06 | 54.9 | 12 | 114.2 | 9.49 | |
| SGDArchitecture=4 x 16 + Skip2025.06 | 54.1 | 106.8 | 1,004.6 | 9.38 | |
| SGDArchitecture=4 x 162025.06 | 49.2 | 83.6 | 786.5 | 9.4 | |
| AdamArchitecture=1 x 322025.06 | 45.4 | 22.8 | 210.7 | 9.23 | |
| SGDArchitecture=1 x 322025.06 | 39.6 | 91 | 821.3 | 9.03 | |
| CPArchitecture=4 x 16 + Skip2025.06 | 33.7 | 24.8 | 1,433.4 | 57.82 | |
| APArchitecture=4 x 16 + Skip2025.06 | 33.4 | 24.6 | 2,352.5 | 95.68 | |
| DRArchitecture=4 x 16 + Skip2025.06 | 31.4 | 3.2 | 365.3 | 114.13 | |
| CPArchitecture=1 x 322025.06 | 29.2 | 18.8 | 109.8 | 5.84 | |
| APArchitecture=1 x 322025.06 | 29.1 | 19 | 110.6 | 5.82 | |
| FF (Adam)Architecture=4 x 162025.06 | 28.3 | 10.4 | 102.3 | 9.81 | |
| DRArchitecture=1 x 322025.06 | 27.6 | 2.4 | 27.4 | 11.41 | |
| FF (Adam)Architecture=1 x 322025.06 | 26.9 | 8.8 | 84.3 | 9.56 | |
| APArchitecture=4 x 162025.06 | 22.8 | 9.2 | 827.1 | 89.88 | |
| CPArchitecture=4 x 162025.06 | 22.6 | 9 | 847.5 | 94.44 | |
| DRArchitecture=4 x 162025.06 | 20.3 | 2.8 | 301.7 | 107.78 | |
| FF (SGD)Architecture=1 x 322025.06 | 10.1 | 1 | 9.7 | 9.48 | |
| FF (SGD)Architecture=4 x 162025.06 | 10 | 0.6 | 6 | 9.96 |