Image Classification on TinyImageNet (Comparative Performance and Memory)
38.94BP Top-1 AccuracyBackpropagation
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BackpropagationArch=D5-W2562025.01 | 38.94 | — | — | 64.82 | — | — | 0.637 | — | — | |
| BackpropagationArch=D8-W2562025.01 | 38.68 | — | — | 65.31 | — | — | 0.976 | — | — | |
| BackpropagationArch=D5-W5122025.01 | 38.6 | — | — | 64.02 | — | — | 1.692 | — | — | |
| BackpropagationArch=D8-W5122025.01 | 38.58 | — | — | 65.5 | — | — | 2.644 | — | — | |
| BackpropagationArch=D12-W2562025.01 | 38.21 | — | — | 65.51 | — | — | 1.427 | — | — | |
| BackpropagationArch=D12-W5122025.01 | 38.01 | — | — | 64.33 | — | — | 3.914 | — | — | |
| Mono-ForwardArch=D5-W2562025.01 | — | 31.06 | -7.88 | — | 55.39 | -9.43 | — | 0.246 | 0.39 | |
| Mono-ForwardArch=D5-W5122025.01 | — | 32.86 | -5.74 | — | 58.51 | -5.51 | — | 0.608 | 0.36 | |
| Mono-ForwardArch=D8-W2562025.01 | — | 29.89 | -8.79 | — | 53.17 | -12.14 | — | 0.273 | 0.28 | |
| Mono-ForwardArch=D8-W5122025.01 | — | 32.4 | -6.18 | — | 57.8 | -7.7 | — | 0.71 | 0.27 | |
| Mono-ForwardArch=D12-W2562025.01 | — | 30.74 | -7.47 | — | 55.93 | -9.58 | — | 0.31 | 0.22 | |
| Mono-ForwardArch=D12-W5122025.01 | — | 30.59 | -7.42 | — | 55.03 | -9.3 | — | 0.845 | 0.22 |