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CASIA OpenIR
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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：156/42  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
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：91/26  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy 会议论文
, 线上, 2022-2
作者:  Cheng AD(程安达);  Wang JX(王家兴);  Zhang X(张希);  Chen Q(谌强);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(1135Kb)  |  收藏  |  浏览/下载：87/21  |  提交时间：2023/06/05
Differentially Private Federated Learning with Local Regularization and Sparsification 会议论文
, 线上, 2022-6
作者:  Cheng AD(程安达);  Wang PS(王培松);  Zhang X(张希);  Cheng J(程健)
Adobe PDF(312Kb)  |  收藏  |  浏览/下载：103/38  |  提交时间：2023/06/05
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：216/0  |  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  
Fixed-point Quantization for Vision Transformer 会议论文
, Beijing, China, 2021-10-22
作者:  Zhexin, Li;  Peisong Wang;  Zhiyuan Wang;  Jian Cheng
Adobe PDF(940Kb)  |  收藏  |  浏览/下载：230/65  |  提交时间：2022/06/15
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：71/25  |  提交时间：2023/06/20
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：174/0  |  提交时间：2022/01/27
Hardware acceleration  image classification  neural networks  pruning  software-hardware codesign  
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：75/24  |  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：94/30  |  提交时间：2023/06/20