Results for ResNet9 on CIFAR10, trained on 1 x NVidia V100 GPU, average over 3 runs:
| Model | Accuracy (%) | Time (s) |
|---|---|---|
| ResNet9 | 81.46 | 271 |
| ResNet9 + DropBlock* | 81.65 | 288 |
* scheduled dropblock with block_size=5 and increasing drop_prob from 0.0 to 0.25 over 5000 iterations
Example available here