BWPT: Binary weight partial‐sum table for BNN/BWN acceleration

Author:

Luo Mengjie12,Wang Xiaoqin12,Yu Baoying12,Wang Dingyi1,Zhou Yumei12

Affiliation:

1. Intelligent Perception research and development Center Institute of Microelectronics of the Chinese Academy of Sciences Beijing China

2. University of Chinese Academy of Sciences Beijing China

Publisher

Institution of Engineering and Technology (IET)

Subject

Electrical and Electronic Engineering

Reference17 articles.

1. Courbariaux M. Hubara I. Soudry D. El‐Yaniv R.&Bengio Y.: Binarized neural networks: Training deep neural networks with weights and activations constrained to +1 or ‐1. (2016) [Online]. [2022‐1‐2]. Available:http://arxiv.org/abs/1602.02830

2. Leibe B. Matas J. Sebe N. Welling M.:XNOR‐Net: ImageNet classification using binary convolutional neural networks. In: Lect. Notes Comput. Sci. (including Subser. Lect. Notes Artif. Intell. Lect. Notes Bioinformatics) vol. 9906 LNCS pp.VII–IX (2016)https://doi.org/10.1007/978‐3‐319‐46493‐0.

3. UNPU: An Energy-Efficient Deep Neural Network Accelerator With Fully Variable Weight Bit Precision

4. Sharify S. Lascorz A.D. Siu K. Judd P. Moshovos A.:Loom: Exploiting weight and activation precisions to accelerate convolutional neural networks. In: Proceedings of the 55th Annual Design Automation Conference San Francisco CA USA 24–28June2018https://doi.org/10.1145/3195970.3196072.

5. A 2.9–33.0 TOPS/W Reconfigurable 1-D/2-D Compute-Near-Memory Inference Accelerator in 10-nm FinFET CMOS

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3