Non-Zero Grid for Accurate 2-Bit Additive Power-of-Two CNN Quantization

Quantization is an effective technique to reduce the memory and computational complexity of CNNs. Recent advances utilize additive powers-of-two to perform non-uniform quantization, which resembles a normal distribution and shows better performance than uniform quantization. With powers-of-two quant...

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Bibliographic Details
Main Authors: Young Min Kim, Kyunghyun Han, Wai-Kong Lee, Hyung Jin Chang, Seong Oun Hwang
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10087209/