Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization

Weihan Chen, Peisong Wang, Jian Cheng

Quantization is a widely used technique to compress and accelerate deep neural networks. However, conventional quantization methods use the same bit-width for all (or most of) the…