MSD: Mixing Signed Digit Representations for Hardware-efficient DNN Acceleration on FPGA with Heterogeneous Resources

Wu, JJ; Zhou, JJ; Gao, YZ; Ding, YH; Wong, N; So, HKH

Wu, JJ (通讯作者),Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China.

2023 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES, FCCM, 2023; (): 94

Abstract

By quantizing weights with different precision for different parts of a network, mixed-precision quantization promises to reduce the hardware cost and......

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