Image Classification on CIFAR-100 (BP vs MF Performance and Memory)
52.68BP Top-1 AccuracyBackpropagation
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BackpropagationArch=D12-W2562025.01 | 52.68 | — | — | 79.71 | — | — | 1.42 | — | — | |
| BackpropagationArch=D5-W5122025.01 | 52.31 | — | — | 80.64 | — | — | 1.683 | — | — | |
| BackpropagationArch=D5-W2562025.01 | 52.19 | — | — | 80.08 | — | — | 0.629 | — | — | |
| BackpropagationArch=D12-W5122025.01 | 52.13 | — | — | 80.41 | — | — | 3.905 | — | — | |
| BackpropagationArch=D8-W5122025.01 | 51.82 | — | — | 80.25 | — | — | 2.635 | — | — | |
| BackpropagationArch=D8-W2562025.01 | 51.27 | — | — | 79.57 | — | — | 0.968 | — | — | |
| Mono-ForwardArch=D5-W2562025.01 | — | 46.14 | -6.05 | — | 74.13 | -5.95 | — | 0.24 | 0.38 | |
| Mono-ForwardArch=D5-W5122025.01 | — | 46.75 | -5.56 | — | 76.4 | -4.24 | — | 0.6 | 0.36 | |
| Mono-ForwardArch=D8-W2562025.01 | — | 46.62 | -4.65 | — | 73.43 | -6.14 | — | 0.266 | 0.27 | |
| Mono-ForwardArch=D8-W5122025.01 | — | 46.28 | -5.54 | — | 74.54 | -5.71 | — | 0.699 | 0.27 | |
| Mono-ForwardArch=D12-W2562025.01 | — | 46.49 | -6.19 | — | 72.38 | -7.33 | — | 0.301 | 0.21 | |
| Mono-ForwardArch=D12-W5122025.01 | — | 46.12 | -6.01 | — | 74.15 | -6.26 | — | 0.832 | 0.21 |