Sense: Model-Hardware Codesign for Accelerating Sparse CNNs on Systolic Arrays

Author:

Sun Wenhao1,Liu Deng1,Zou Zhiwei1,Sun Wendi1,Chen Song1ORCID,Kang Yi1ORCID

Affiliation:

1. School of Microelectronics, University of Science and Technology of China, Hefei, China

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

CAS Project for Young Scientists in Basic Research

Strategic Priority Research Program of Chinese Academy of Sciences

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Hardware and Architecture,Software

Reference37 articles.

1. Cambricon-S: Addressing Irregularity in Sparse Neural Networks through A Cooperative Software/Hardware Approach

2. Eyeriss

3. Faster CNNs with direct sparse convolutions and guided pruning;park;arXiv 1608 01409,2017

4. SparTen

5. Learning to prune deep neural networks via layer-wise optimal brain surgeon;dong;Proc 31st Int Conf Neural Inf Process Syst,2017

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