Image Classification on CIFAR-10 (BP/MF Comparison)
81.76BP Top-1 AccuracyBackpropagation
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BackpropagationArch=D8-W2562025.01 | 81.76 | — | — | 98.43 | — | — | 0.968 | — | — | |
| BackpropagationArch=D5-W2562025.01 | 81.66 | — | — | 98.12 | — | — | 0.629 | — | — | |
| BackpropagationArch=D8-W5122025.01 | 81.6 | — | — | 98.13 | — | — | 2.635 | — | — | |
| BackpropagationArch=D5-W5122025.01 | 81 | — | — | 98.67 | — | — | 1.682 | — | — | |
| BackpropagationArch=D12-W2562025.01 | 80.88 | — | — | 97.92 | — | — | 1.419 | — | — | |
| BackpropagationArch=D12-W5122025.01 | 80.67 | — | — | 98.45 | — | — | 3.904 | — | — | |
| Mono-ForwardArch=D5-W2562025.01 | — | 78.6 | -3.06 | — | 98.46 | 0.34 | — | 0.238 | 0.38 | |
| Mono-ForwardArch=D5-W5122025.01 | — | 77.58 | -3.42 | — | 98.37 | -0.3 | — | 0.596 | 0.35 | |
| Mono-ForwardArch=D8-W2562025.01 | — | 78.48 | -3.28 | — | 98.52 | 0.09 | — | 0.263 | 0.27 | |
| Mono-ForwardArch=D8-W5122025.01 | — | 77.65 | -3.95 | — | 98.25 | 0.12 | — | 0.694 | 0.26 | |
| Mono-ForwardArch=D12-W2562025.01 | — | 77.52 | -3.36 | — | 98.25 | 0.33 | — | 0.296 | 0.21 | |
| Mono-ForwardArch=D12-W5122025.01 | — | 76.65 | -4.02 | — | 98 | -0.45 | — | 0.824 | 0.21 |