Taxonomy and Benchmarking of Precision-Scalable MAC Arrays Under Enhanced DNN Dataflow Representation
Author:
Affiliation:
1. Electrical Engineering Department (ESAT), MICAS Laboratories, KU Leuven, Leuven, Belgium
2. Magics Technologies, Geel, Belgimu
Funder
Flemish Government
Research Foundation-Flanders
European Research Council
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Electrical and Electronic Engineering
Link
http://xplorestaging.ieee.org/ielx7/8919/9763566/09682431.pdf?arnumber=9682431
Reference27 articles.
1. BinaryConnect: Training deep neural networks with binary weights during propagations;courbariaux;arXiv 1511 00363,2015
2. Precision gating: Improving neural network efficiency with dynamic dual-precision activations;zhang;Proc Int Conf Learn Represent,2020
3. 14.2 DNPU: An 8.1TOPS/W reconfigurable CNN-RNN processor for general-purpose deep neural networks
4. UNPU: An Energy-Efficient Deep Neural Network Accelerator With Fully Variable Weight Bit Precision
5. A Charge-Domain Scalable-Weight In-Memory Computing Macro With Dual-SRAM Architecture for Precision-Scalable DNN Accelerators
Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. BitShare: An Efficient Precision-Scalable Accelerator with Combining-Like-Terms GEMM;2024 IEEE 35th International Conference on Application-specific Systems, Architectures and Processors (ASAP);2024-07-24
2. Self-adapting reconfigurable multiply-accumulator for real-time image processing in embedded systems;Real-time Processing of Image, Depth, and Video Information 2024;2024-06-20
3. Dynamically Adaptive Accumulator for in-sensor ANN Hardware Accelerators;2024 IEEE International Symposium on Circuits and Systems (ISCAS);2024-05-19
4. A Precision-Scalable Deep Neural Network Accelerator With Activation Sparsity Exploitation;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2024-01
5. DPSA: A Framework for Dataflow Aware Precision Scalable DNN Accelerator Design;2023 5th International Conference on Frontiers Technology of Information and Computer (ICFTIC);2023-11-17
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