Image Classification on ImageNet DEEPNETS-1M (test)
37.7Avg Top-5 AccuracySGD (10000 steps)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SGD (10000 steps)Number of updates=10k, GPU compute time (sec)=4e3, CPU compute time (sec)=6e42021.10 | 37.7 | 62 | |
| GHN-2Number of updates=1, GPU compute time (sec)=0.3, CPU compute time (sec)=0.72021.10 | 27.2 | 48.3 | |
| SGD (5000 steps)Number of updates=5k, GPU compute time (sec)=2e3, CPU compute time (sec)=3e42021.10 | 25.6 | 50.7 | |
| GHN-1Number of updates=1, GPU compute time (sec)=0.3, CPU compute time (sec)=0.52021.10 | 17.2 | 32.1 | |
| SGD (1 step)Number of updates=1, GPU compute time (sec)=0.4, CPU compute time (sec)=6.02021.10 | 0.5 | 0.7 |