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PyTorch implementation of EWGS

This is the implementation of the paper "Network Quantization with Element-wise Gradient Scaling".

For more information, checkout the project site [website] and the paper [PDF].

Requirements

Datasets

Code

Please refer to the run.sh files in the CIFAR10 and ImageNet folders.

Bibtex

@inproceedings{lee2021network,
  title={Network Quantization with Element-wise Gradient Scaling},
  author={Lee, Junghyup and Kim, Dohyung and Ham, Bumsub},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  year={2021}
}

References