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CASIA OpenIR
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Towards Fully Sparse Training: Information Restoration with Spatial Similarity 会议论文
, Vancouver, British Columbia, Canada, 2022-04
作者:  Xu WX(许伟翔);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(556Kb)  |  收藏  |  浏览/下载：84/27  |  提交时间：2023/06/20
Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization 会议论文
, 线上举办, 2021-10-11
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(696Kb)  |  收藏  |  浏览/下载：130/40  |  提交时间：2023/06/20
Hardware Acceleration of Fully Quantized BERT for Efficient Natural Language Processing 会议论文
Proceedings of the 2021 Design, Automation and Test in Europe, DATE 2021, Virtual, Online, 2021-2
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(593Kb)  |  收藏  |  浏览/下载：61/28  |  提交时间：2023/06/19
Generative Zero-shot Network Quantization 会议论文
, Virtual Event, 2021-6
作者:  Xiangyu, He;  Jiahao, Lu;  Weixiang, Xu;  Qinghao, Hu;  Peisong, Wang;  Jian, Cheng
Adobe PDF(947Kb)  |  收藏  |  浏览/下载：250/61  |  提交时间：2022/06/29
Dynamic Dual Gating Neural Networks 会议论文
, Online, 2021
作者:  Li, Fanrong;  Li, Gang;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1988Kb)  |  收藏  |  浏览/下载：178/54  |  提交时间：2022/06/14
EBERT: Efficient BERT Inference with Dynamic Structured Pruning 会议论文
, Online, 2021
作者:  Liu, Zejian;  Li, Fanrong;  Li, Gang;  Cheng, Jian
Adobe PDF(1219Kb)  |  收藏  |  浏览/下载：154/48  |  提交时间：2022/06/14
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021, 期号: 2021.5, 页码: 1-1
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(6174Kb)  |  收藏  |  浏览/下载：194/40  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
Extremely Sparse Networks via Binary Augmented Pruning for Fast Image Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
作者:  Wang, Peisong;  Li, Fanrong;  Li, Gang;  Cheng, Jian
收藏  |  浏览/下载：205/0  |  提交时间：2022/01/27
Hardware acceleration  image classification  neural networks  pruning  software-hardware codesign  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载：305/34  |  提交时间：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Fully automated grading system for the evaluation of punctate epithelial erosions using deep neural networks 期刊论文
BRITISH JOURNAL OF OPHTHALMOLOGY, 2021, 页码: 8
作者:  Qu, Jing-Hao;  Qin, Xiao-Ran;  Li, Chen-Di;  Peng, Rong-Mei;  Xiao, Ge-Ge;  Cheng, Jian;  Gu, Shao-Feng;  Wang, Hai-Kun;  Hong, Jing
收藏  |  浏览/下载：198/0  |  提交时间：2021/12/28
cornea  imaging