A Precision-Scalable Deep Neural Network Accelerator With Activation Sparsity Exploitation

Author:

Li Wenjie1ORCID,Hu Aokun1ORCID,Xu Ningyi1,He Guanghui2ORCID

Affiliation:

1. School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China

2. Department of Micro/Nano Electronics and the MoE Key Laboratory of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China

Funder

National Natural Science Foundation of China

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Graphics and Computer-Aided Design,Software

Reference41 articles.

1. Efficient Processing of Deep Neural Networks: A Tutorial and Survey

2. SqueezeNet: Alexnet-level accuracy with 50× fewer parameters and <0.5 MB model size;Iandola;arXiv:1602.07360,2016

3. MobileNetV2: Inverted Residuals and Linear Bottlenecks

4. DaDianNao: A Machine-Learning Supercomputer

5. EIE

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