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Multi-Granularity Pruning for Model Acceleration on Mobile Devices 会议论文
, 线上, 2022-07
作者:  Zhao TL(赵天理);  Zhang X(张希);  Zhu WT(朱文涛);  Wang JX(王家兴);  Yang S(杨森);  Liu J(刘季);  Cheng J(程健)
Adobe PDF(1919Kb)  |  收藏  |  浏览/下载:117/50  |  提交时间:2023/06/21
Deep Neural Networks  Network Pruning  Structured Pruning  Non-structured Pruning  Single Instruction Multiple Data  
VLP: A Survey on Vision-language Pre-training 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 1, 页码: 38-56
作者:  Feilong Chen;  Duzhen Zhang;  Minglun Han;  Xiuyi Chen;  Jing Shi;  Shuang Xu;  Bo Xu
Adobe PDF(969Kb)  |  收藏  |  浏览/下载:155/30  |  提交时间:2023/06/21
Towards Automatic Model Compression via A Unified Two-Stage Framework 期刊论文
Pattern Recognition (PR), 2023, 卷号: 140, 页码: 109527
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(765Kb)  |  收藏  |  浏览/下载:117/37  |  提交时间:2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
TBERT: Dynamic BERT Inference with Top-k Based Predictors 会议论文
, Antwerp, Belgium, 2023-4-17
作者:  Liu, Zejian;  Zhao, Kun;  Cheng, Jian
Adobe PDF(3426Kb)  |  收藏  |  浏览/下载:100/26  |  提交时间:2023/06/19
Transformer  Dynamic Inference  Pruning  
Optimization-Based Post-Training Quantization With Bit-Split and Stitching 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 2, 页码: 2119-2135
作者:  Wang, Peisong;  Chen, Weihan;  He, Xiangyu;  Chen, Qiang;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(921Kb)  |  收藏  |  浏览/下载:202/59  |  提交时间:2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Meta Graph Transformer: A Novel Framework for Spatial-Temporal Traffic Prediction 期刊论文
NEUROCOMPUTING, 2022, 卷号: 491, 页码: 544-563
作者:  Ye, Xue;  Fang, Shen;  Sun, Fang;  Zhang, Chunxia;  Xiang, Shiming
Adobe PDF(3491Kb)  |  收藏  |  浏览/下载:248/33  |  提交时间:2022/09/19
Traffic prediction  Spatial-temporal modeling  Meta-learning  Attention mechanism  Deep learning  
Multi-modal spatio-temporal meteorological forecasting with deep neural network 期刊论文
ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 页码: 14
作者:  Xinbang Zhang;  Qizhao Jin;  Tingzhao Yu;  Shiming Xiang;  Qiuming Kuang;  Véronique Prinet;  Chunhong Pan
Adobe PDF(3735Kb)  |  收藏  |  浏览/下载:312/73  |  提交时间:2022/07/01
Meterological forecasting  Deep learning  Neural architecture search  AutoML  
Towards Binarized MobileNet via Structured Sparsity 会议论文
, Hainan, China, 2021-12-26
作者:  Zhenmeng, Zuo;  Zhexin, Li;  Peisong, Wang;  Weihan, Chen;  Jian, Cheng
Adobe PDF(476Kb)  |  收藏  |  浏览/下载:220/67  |  提交时间:2022/06/15
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 会议论文
, Dresden, Germany, 2018
作者:  Li, Gang;  Li, Fanrong;  Zhao, Tianli;  Cheng, Jian
Adobe PDF(244Kb)  |  收藏  |  浏览/下载:133/47  |  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