Network Pruning on ImageNet
Metric: MParams (higher is better)
Metric: MParams (higher is better)
| # | Model↕ | MParams▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ResNet50-2.3 GFLOPs | 14.811 | No | Pruning Filters for Efficient ConvNets | 2016-08-31 | Code |
| 2 | ResNet50-1.5 GFLOPs | 10.511 | No | Pruning Filters for Efficient ConvNets | 2016-08-31 | Code |
| 3 | RegX-1.6G | 9.3 | No | Group Fisher Pruning for Practical Network Compr... | 2021-08-02 | Code |
| 4 | ResNet50-1G FLOPs | 6.954 | No | Pruning Filters for Efficient ConvNets | 2016-08-31 | Code |
| 5 | MobileNetV2 | 3.31 | No | Group Fisher Pruning for Practical Network Compr... | 2021-08-02 | Code |
| 6 | SqueezeNet (6-bit Deep Compression) | 1.24 | No | SqueezeNet: AlexNet-level accuracy with 50x fewe... | 2016-02-24 | Code |