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Memory-Efficient CNN Accelerator Based on Interlayer Feature Map Compression

Oct 12, 2021
Zhuang Shao, Xiaoliang Chen, Li Du, Lei Chen, Yuan Du, Wei Zhuang, Huadong Wei, Chenjia Xie, Zhongfeng Wang

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Elbert: Fast Albert with Confidence-Window Based Early Exit

Jul 01, 2021
Keli Xie, Siyuan Lu, Meiqi Wang, Zhongfeng Wang

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Transform-Based Feature Map Compression for CNN Inference

Jun 24, 2021
Yubo Shi, Meiqi Wang, Siyi Chen, Jinghe Wei, Zhongfeng Wang

* Accepted by IEEE International Symposium on Circuits and Systems(ISCAS) 2021 

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Training Deep Neural Networks Using Posit Number System

Sep 06, 2019
Jinming Lu, Siyuan Lu, Zhisheng Wang, Chao Fang, Jun Lin, Zhongfeng Wang, Li Du

* accepted by SOCC2019 

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Design Light-weight 3D Convolutional Networks for Video Recognition Temporal Residual, Fully Separable Block, and Fast Algorithm

May 31, 2019
Haonan Wang, Jun Lin, Zhongfeng Wang

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A Hardware-Oriented and Memory-Efficient Method for CTC Decoding

May 08, 2019
Siyuan Lu, Jinming Lu, Jun Lin, Zhongfeng Wang

* 13 pages, 11 figures 

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SGAD: Soft-Guided Adaptively-Dropped Neural Network

Jul 04, 2018
Zhisheng Wang, Fangxuan Sun, Jun Lin, Zhongfeng Wang, Bo Yuan

* 9 pages, 4 figures; the first two authors contributed equally 

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Intra-layer Nonuniform Quantization for Deep Convolutional Neural Network

Aug 06, 2016
Fangxuan Sun, Jun Lin, Zhongfeng Wang

* submitted to WCSP 2016 

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