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Mathematical Framework for Optimizing Crossbar Allocation for ReRAM-based CNN Accelerators 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2024, 卷号: 29, 期号: 1, 页码: 24
作者:  Li, Wanqian;  Han, Yinhe;  Chen, Xiaoming
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
ReRAM crossbars  CNN accelerator  mathematical framework  crossbar allocation  
Frequency-Domain Inference Acceleration for Convolutional Neural Networks Using ReRAMs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3133-3146
作者:  Liu, Bosheng;  Jiang, Zhuoshen;  Wu, Yalan;  Wu, Jigang;  Chen, Xiaoming;  Liu, Peng;  Zhou, Qingguo;  Han, Yinhe
收藏  |  浏览/下载：8/0  |  提交时间：2023/12/04
Frequency-domain accelerator  energy efficiency  resistive random access memory  frequency-domain convolutions  
Dadu-SV: Accelerate Stereo Vision Processing on NPU 期刊论文
IEEE EMBEDDED SYSTEMS LETTERS, 2022, 卷号: 14, 期号: 4, 页码: 191-194
作者:  Min, Feng;  Wang, Ying;  Xu, Haobo;  Huang, Junpei;  Wang, Yujie;  Zou, Xingqi;  Lu, Meixuan;  Han, Yinhe
收藏  |  浏览/下载：14/0  |  提交时间：2023/07/12
Hardware acceleration  neural computing  neural processing unit (NPU)  semiglobal matching (SGM)  stereo vision  
Fast and High-Accuracy Approximate MAC Unit Design for CNN Computing 期刊论文
IEEE EMBEDDED SYSTEMS LETTERS, 2022, 卷号: 14, 期号: 3, 页码: 155-158
作者:  Xiao, Hang;  Xu, Haobo;  Chen, Xiaoming;  Wang, Yujie;  Han, Yinhe
收藏  |  浏览/下载：29/0  |  提交时间：2022/12/07
Approximate computing  convolution neural network  multiply and accumulate (MAC)  
Search-Free Inference Acceleration for Sparse Convolutional Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 7, 页码: 2156-2169
作者:  Liu, Bosheng;  Chen, Xiaoming;  Han, Yinhe;  Wu, Jigang;  Chang, Liang;  Liu, Peng;  Xu, Haobo
收藏  |  浏览/下载：24/0  |  提交时间：2022/12/07
Internal interconnection  memory bandwidth  sparse accelerators  sparse convolution neural networks (CNNs)