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cs.CV2022★ 17 cited
Q-ViT: Fully Differentiable Quantization for Vision Transformer
Zhexin Li, Tong Yang, Peisong Wang +1
In this paper, we propose a fully differentiable quantization method for vision transformer (ViT) named as Q-ViT, in which both of the quantization scales and bit-widths are learna…
cs.CV2021
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…