Joint Optimization of Dimension Reduction and Mixed-Precision Quantization for Activation Compression of Neural Networks

Author:

Tai Yu-Shan1ORCID,Chang Cheng-Yang1ORCID,Teng Chieh-Fang2ORCID,Chen Yi-Ta1ORCID,Wu An-Yeu1ORCID

Affiliation:

1. GIEE, National Taiwan University, Taipei, Taiwan

2. CAI2, Mediatek, Hsinchu, Taiwan

Funder

Novatek

Ministry of Science and Technology, Taiwan

NSTC

Synopsys Ph.D. Talent Cultivation Scholarship

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

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

Reference28 articles.

1. Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks

2. DoReFa-net: Training low bitwidth convolutional neural networks with low bitwidth gradients;zhou;arXiv 1606 06160 [cs],2016

3. Towards Effective Low-Bitwidth Convolutional Neural Networks

4. Binarized neural networks;hubara;Proc Int Conf Neural Inf Process Syst (NeurIPS),2016

5. Compression-Aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations

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