翟德明 - 哈尔滨工业大学

个人简介

翟德明，现任哈尔滨工业大学计算学部副教授、博士生导师。分别于2007年、2009年、2014年从哈工大计算机学院获得本科、硕士、博士学位。本科和硕士均以最高学生荣誉毕业，博士期间获得教育部博士研究生学术新人奖。2011年，在香港科技大学从事访问研究半年。2012年，在宾夕法尼亚大学GRASP实验室任访问学者。2015年，在日本国家信息学研究所担任特任研究员。研究兴趣为机器学习、多媒体分析、计算机视觉，研究成果发表于IEEE Trans. Image Processing、IEEE Trans. Multimedia、IEEE Trans. Industrial Electric、ACM Tomm、ICML、ICLR、CVPR、ACM Multimedia等国际顶级期刊和会议上。作为负责人主持国家自然科学基金面上与青年项目。

研究领域

Broadly interested in Machine Learning and Image Processing: 1. Hash function learning; metric learning; semi-supervised learning 2. Large-scale multimedia retrieval; classification; clustering 3. Image/video super resolution 4. Convex Optimization.

近期论文

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Published Journal Paper Deming Zhai, Xianming Liu, Xiangyang Ji，Debin Zhao, Shin’ichi Satoh, Wen Gao: Supervised Distributed Hashing for Large-Scale Multimedia Retrieval. IEEE Transactions on Multimedia 2018. Deming Zhai, Xianming Liu, Hong Chang, Yi Zhen, Xilin Chen, Maozu Guo, Wen Gao: Parametric Local Multiview Hamming Distance Metric Learning. Pattern Recognition 2018. Deming Zhai, Yu Zhang, Dit-Yan Yeung, Hong Chang, Xilin Chen, Wen Gao: Instance-specific canonical correlation analysis. Neurocomputing 155: 205-218 (2015) Deming Zhai, Hong Chang, Shiguang Shan, Xilin Chen, Wen Gao: Multiview Metric Learning with Global Consistency and Local Smoothness.ACM Transactions on Intelligent Systems and Technology 3(3): 53:1-53:22 (2012) Xianming Liu, Deming Zhai, Debin Zhao, Guangtao Zhai, Wen Gao: Progressive Image Denoising Through Hybrid Graph Laplacian Regularization: A Unified Framework. IEEE Trans. Image Processing 23(4): 1491-1503 (2014) Xianming Liu, Deming Zhai, Jiantao Zhou, Xinfeng Zhang, Debin Zhao, Wen Gao: Compressive Sampling-Based Image Coding for Resource-Deficient Visual Communication.IEEE Trans. Image Processing 25(6): 2844-2855 (2016) Xianming Liu, Deming Zhai, Jiantao Zhou, Shiqi Wang, Debin Zhao, Huijun Gao: Sparsity-Based Image Error Concealment via Adaptive Dual Dictionary Learning and Regularization. IEEE Trans. Image Processing 26(2): 782-796 (2017) Conferences Deming Zhai, Hong Chang, Yi Zhen, Xianming Liu, Xilin Chen, Wen Gao: Parametric Local Multimodal Hashing for Cross-View Similarity Search. IJCAI 2013: 2754-2760 Deming Zhai, Xianming Liu, Debin Zhao, Hong Chang, Wen Gao: Progressive Image Restoration through Hybrid Graph Laplacian Regularization. DCC 2013: 103-112 Deming Zhai, Hong Chang, Xilin Chen, Wen Gao: Instance-specific canonical correlation analysis for pose alignment. ICIP 2013: 2544-2547 Deming Zhai, Bo Li, Hong Chang, Shiguang Shan, Xilin Chen, Wen Gao: Manifold Alignment via Corresponding Projections. BMVC 2010: 1-11 Deming Zhai, Hong Chang, Bo Li, Shiguang Shan, Xilin Chen, Wen Gao: Semi-Supervised Discriminant Analysis via Spectral Transduction. BMVC 2009: 1-12 Deming Zhai, Xianming Liu, Jiantao Zhou, Debin Zhao, Wen Gao: Spatial error concealment via model based coupled sparse representation. ICME Workshops 2013: 1-4 Xianming Liu, Deming Zhai, Debin Zhao, Wen Gao: Image Super-Resolution via Hierarchical and Collaborative Sparse Representation. DCC2013: 93-102 Xianming Liu, Deming Zhai, Guangtao Zhai, Debin Zhao, Ruiqin Xiong, Wen Gao: Multi-scale Spatial Error Concealment via Hybrid Bayesian Regression. DCC 2012: 169-178 Xianming Liu, Deming Zhai, Guangtao Zhai, Debin Zhao, Wen Gao: Web image interpolation via weighted total least squares regression. ICASSP 2012: 925-928 Xianming Liu, Deming Zhai, Debin Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao: Side information extrapolation with temporal and spatial consistency. ISCAS 2011: 2918-2921 Xianming Liu, Gene Cheung, Deming Zhai, Debin Zhao: Sparsity-based joint gaze correction and face beautification for conferencing video. VCIP2015: 1-4 Xianming Liu, Gene Cheung, Deming Zhai, Debin Zhao, Hiroshi Sankoh, Sei Naito: Joint gaze-correction and beautification of DIBR-synthesized human face via dual sparse coding. ICIP 2014: 4697-4701