戴文睿 副教授
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办公室电话：+86-
办公地点：SEIEE-1-304
电子邮件：daiwenrui@cs.sjtu.edu.cn
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多媒体信号处理
视频编码与采样
医学信息处理
机器学习

2014 上海交通大学/电子工程系 博士


Journal:
(1) Wenrui Dai, Xiaoqian Jiang, Luca Bonomi, Yong Li, Hongkai Xiong, andLucila Ohno-Machado, VERTICOX: Vertically Distributed Cox Proportional HazardsModel Using the Alternating Direction Method of Multipliers, accepted byIEEE Transactionson Knowledge and Data Engineering, 2020, in press.
(2)Yuchen Zhang, Wenrui Dai, Mingxing Xu, Junni Zou, and Hongkai Xiong, "Depth Estimation from Light Field Using Graph-Based Structure-Aware Analysis,"IEEE Transactions on Circuits and Systems for Video Technology, 2019, in press.
(3)Yuhui Xu, Wenrui Dai, Yingyong Qi, Junni Zou, andHongkai Xiong, "IterativeDeep Neural Network Quantization with Lipschitz Constraint," IEEE Transactions on Multimedia, 2019, in press.
(4) Yong Li, Wenrui Dai, Junni Zou, Hongkai Xiong, and Yuan F. Zheng, "Scalable Structured Compressive Video Sampling with Hierarchical Subspace Learning," accepted by IEEE Transactions on Circuits and Systems for Video Technology, 2019, in press.
(5)Wenrui Dai, Yong Li, Junni Zou, Hongkai Xiong, andYuan F. Zheng,"FullyDecomposable Compressive Sampling with Joint Optimization for MultidimensionalSparse Representation," IEEE Transactions on Signal Processing, vol. 66, no. 3, pp.603-616, February2018.
(6)Yong Li; Wenrui Dai, Junni Zou,Hongkai Xiong,Yuan F. Zheng,"Structured Sparse Representation with Union of Data-Driven Linear and Multilinear Subspaces Model for Compressive Video Sampling, IEEE Transactions on Signal Processing, vol. 65, no. 19,pp. 5062-5077, October 2017.
(7)Wenrui Dai,Yangmei Shen, Hongkai Xiong,Xiaoqian Jiang,Junni Zou, andDavidTaubman,"Progressive dictionary learning with hierarchical predictivestructure for low bit-rate scalable video coding,"IEEE Transactions on ImageProcessing, vol. 26, no. 6, pp. 2972-2987, June 2017.

(8) Wenrui Dai, Yangmei Shen,Xin Tang,Junni Zou,Hongkai Xiong, andChang Wen Chen, "Sparse Representation with Spatio-Temporal Online DictionaryLearning for Promising Video Coding," IEEE Transactions on Image Processing, vol. 25, no. 10, pp.4580-4595, October 2016.
(9) Wenrui Dai,Hongkai Xiong, Jia Wang,Samuel Cheng,Yuan F. Zheng,"Generalized Context Modeling with Multi-Directional Structuring and MDL-Based Model Selection for Heterogeneous Data Compression, IEEE Transactions on SignalProcessing, vol. 63, no.21, pp. 5650-5664, November 2015.
(10) Wenrui Dai, Hongkai Xiong, J. Wang, and Y. F. Zheng, "Large Discriminative Structured Set Prediction Modeling With Max-Margin Markov Network for Lossless Image Coding", IEEE Transactions on Image Processing, vol. 23, no. 2, pp. 541-554, Feb. 2014.
(11) Wenrui Dai, Hongkai Xiong, X. Jiang, and C. W. Chen, "Structured Set Intra Prediction with Discriminative Learning in Max-Margin Markov Network for High Efficiency Video Coding", IEEE Transactions on Circuits and Systems for Video Technology, vol. 23, no. 11, pp. 1941-1956, Nov. 2013.

SelectedConferences:
(1) Yaoming Wang, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong, “SI-VDNAS: Semi-Implicit Variational Dropout for Hierarchical One-shot Neural Architecture Search”, International Joint Conference on Artificial Intelligence (IJCAI 2020), Yokohama, Japan, July 2020.
(2) Shanghong Wang, Wenrui Dai, Mingxing Xu, Chenglin Li, Junni Zou, Hongkai Xiong, “Structure-Aware Graph Construction for Point Cloud Segmentation with Graph Convolutional Networks”, IEEE International Conference on Multimedia and Expo (ICME 2020), London, United Kindom, July 2020.
(3) Qin Yang, Chenglin Li, Wenrui Dai, Junni Zou, Guo-Jun Qi, Hongkai Xiong, “Rotation Equivariant Graph Convolutional Network for Spherical Image Classification”, accepted by IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2020), Seattle, USA, June 2020.
(4) Shaohui Li, Ziyang Zheng, Wenrui Dai, Junni Zou, Hongkai Xiong, “REV-AE: A Learned Frame Set for Image Reconstruntion”, accepted by IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP’2020), Barcelona, Spain, May 2020.
(5) Jixiang Luo, Shaohui Li, Wenrui Dai, Yuhui Xu, De Cheng, Gang Li, Hongkai Xiong, “Noise-to-Compression Variational Autoencoder for Efficient End-to-End Optimized Image Coding”, IEEE Data Compression Conference (DCC’2020), Snowbird, Utah, USA, Mar. 2020
(6) Ziyang Zheng, Shanghong Wang, Shaohui Li, Wenrui Dai, Junni Zou, Feifei Li, and Hongkai Xiong, “DSCR-Net: a Diffractive Sensing and Complex-Valued Reconstruction Network for Compressive Sensing,” IEEE International Symposium on Circuits and Systems (ISCAS 2020), Sevilla, Spain, May 2020.
(7)Zhicheng Mao, Wenrui Dai, Chenglin Li, Yuhui Xu, Shanghong Wang, Junni Zou, and Hongkai Xiong, “FedExg: Federated Learning with Exchanging Models Between Workers,” IEEE International Symposium on Circuits and Systems (ISCAS 2020) , Sevilla, Spain, May 2020.
(8) Shaohui Li, Ziyang Zheng, Wenrui Dai, Hongkai Xiong, “Lossy Image Compression with Filter Bank based Convolutional Networks”, IEEE Data Compression Conference (DCC’2019), Snowbird, Utah, USA, Apr. 2019.


(1) 国家自然科学基金面上项目（**），基于深度卷积网络的高维信号渐进结构化稀疏表示理论与技术，2020-2023