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SotA/Methodology/Network Pruning/ImageNet

Network Pruning on ImageNet

Metric: MParams (higher is better)

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#Model↕MParams▼AugmentationsPaperDate↕Code
1ResNet50-2.3 GFLOPs14.811NoPruning Filters for Efficient ConvNets2016-08-31Code
2ResNet50-1.5 GFLOPs10.511NoPruning Filters for Efficient ConvNets2016-08-31Code
3RegX-1.6G9.3NoGroup Fisher Pruning for Practical Network Compr...2021-08-02Code
4ResNet50-1G FLOPs6.954NoPruning Filters for Efficient ConvNets2016-08-31Code
5MobileNetV23.31NoGroup Fisher Pruning for Practical Network Compr...2021-08-02Code
6SqueezeNet (6-bit Deep Compression)1.24NoSqueezeNet: AlexNet-level accuracy with 50x fewe...2016-02-24Code