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CASIA OpenIR
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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  
Improving Extreme Low-bit Quantization with Soft Threshold 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2022, 页码: 1549 - 1563
作者:  Xu WX(许伟翔);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(2414Kb)  |  收藏  |  浏览/下载：77/27  |  提交时间：2023/06/20
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  
Toward Accurate Binarized Neural Networks With Sparsity for Mobile Application 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 13
作者:  Wang, Peisong;  He, Xiangyu;  Cheng, Jian
收藏  |  浏览/下载：246/0  |  提交时间：2022/07/25
Quantization (signal)  Deep learning  Convolution  Training  Biological neural networks  Optimization  Neurons  Acceleration  binarized neural networks (BNNs)  compression  fixed-point quantization  
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  
Spatialflow: Bridging all tasks for panoptic segmentation 期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2020, 卷号: 31, 期号: 6, 页码: 2288-2300
作者:  Chen, Qiang;  Cheng, Anda;  He, Xiangyu;  Wang, Peisong;  Cheng, Jian
Adobe PDF(4643Kb)  |  收藏  |  浏览/下载：186/39  |  提交时间：2020/10/20
panoptic segmentation  
Unsupervised Network Quantization via Fixed-Point Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2020, 期号: 1, 页码: 1
作者:  Wang, Peisong;  He, Xiangyu;  Chen, Qiang;  Cheng, Anda;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(1998Kb)  |  收藏  |  浏览/下载：218/54  |  提交时间：2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.  
Robust one-stage object detection with location-aware classifiers 期刊论文
PATTERN RECOGNITION, 2020, 卷号: 105, 页码: 11
作者:  Chen, Qiang;  Wang, Peisong;  Cheng, Anda;  Wang, Wanguo;  Zhang, Yifan;  Cheng, Jian
Adobe PDF(3831Kb)  |  收藏  |  浏览/下载：336/63  |  提交时间：2020/08/03
Object detetion  Classification  Localization  Feature visualization  Receptive field  
Recent advances in efficient computation of deep convolutional neural networks 期刊论文
FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2018, 卷号: 19, 期号: 1, 页码: 64-77
作者:  Cheng, Jian;  Wang, Pei-song;  Li, Gang;  Hu, Qing-hao;  Lu, Han-qing
浏览  |  Adobe PDF(582Kb)  |  收藏  |  浏览/下载：424/106  |  提交时间：2018/05/05
Deep Neural Networks  Acceleration  Compression  Hardware Accelerator  
DeepSearch: A Fast Image Search Framework for Mobile Devices 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2018, 卷号: 14, 期号: 1, 页码: 6
作者:  Wang, Peisong;  Hu, Qinghao;  Fang, Zhiwei;  Zhao, Chaoyang;  Cheng, Jian
浏览  |  Adobe PDF(1203Kb)  |  收藏  |  浏览/下载：535/186  |  提交时间：2018/05/05
Convolutional Neural Networks  Acceleration  Image Retrieval  Tensor Decomposition