基本信息Research
Basic Information

Dr. Xianming Liu is a Professor, Ph.D advisor with the Department of Computer Science, Harbin Institute of Technology (HIT), Harbin, China. He received the B.S., M.S., and Ph.D degrees in computer science from HIT under the supervision of Prof. Debin Zhao and Prof. Wen Gao, in 2006, 2008 and 2012, respectively. In 2007, he joined the Joint Research and Development Lab (JDL), Chinese Academy of Sciences, Beijing, as a research assistant. From 2009 to 2012, he was with National Engineering Lab for Video Technology, Peking University, Beijing, as a research assistant. In 2011, he spent half a year at the Department of Electrical and Computer Engineering, McMaster University, Canada, as a visiting student. From December 2012 to December 2013, he worked as a post-doctoral fellow at McMaster University, Hamilton, Canada, working with Prof. Xiaolin Wu. From January 2014 to March 2017, he worked with Prof. Gene Cheung as a project researcher at National Institute of Informatics (NII), Tokyo, Japan. He is the receipt of IEEE ICME 2016 Best Student Paper Award and IFTC2016 Best Paper Award. His research interests include image/video coding, image/video processing, and graph signal processing.


刘贤明，博士，教授，博士生导师。2012年从哈工大计算机学院获得博士学位，师从赵德斌教授和高文院士。博士毕业后，先后在加拿大麦克马斯特大学、日本国立情报学研究所担任博士后研究员和特任研究员。2013年4月任讲师，2014年秋和2016年秋两次入选哈工大青年拔尖人才，分别破格提升副教授、教授。现在主持国家自然科学基金面上和青年项目、中国博士后特别资助、黑龙江省博士后青年英才计划、哈工大青年拔尖人才支持计划等项目。研究方向为图像和视频处理，图信号处理。获得第八届吴文俊人工智能优秀青年奖，ICME2016最佳学生论文奖和IFTC2016最佳论文奖。

*招收2020级推免生，研究方向图像视频处理、深度学习、智慧医疗。

1）招收直博生4名（含与高文院士联合指导2名），参与深圳鹏城实验室建设（www.pengchenglab.com)， 在鹏城实验室工作期间，每年科研补助10万元人民币，研究方向为智慧医疗，基因组数据压缩与分析，基于深度学习的图像视频处理，计算摄像。要求：数学好，编程好，英语好，尤其欢迎有ACM竞赛经历的同学。

2）与香港城市大学王诗淇助理教授联合招收联合培养博士生，同时获得哈工大和香港城市大学博士学位。

3）招收硕士生3名。要求：数学好，编程好，英语好，尤其欢迎有ACM竞赛经历的同学。


Research Interests
Broadly interested in Video Coding and Image Processing:

Image Processing: Image Super-resolution, Denoising, Deblurring, Inpainting, Error Concealment;Image/Video Coding;Sparse Coding and Compressive Sensing;Convex Optimization.

Publications


Published Journal Papers:
· Xianming Liu, Gene Cheung, Xiangyang Ji, Debin Zhao, Wen Gao, "Graph-based Joint Dequantization and Contrast Enhancement of Poorly Lit JPEG Images," IEEE Transactions on Image Processing, Vol. 28, No. 3, pp. 1205-1219, March 2019.(Regular paper) (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Deming Zhai, Rong Chen, Xiangyang Ji, Debin Zhao, Wen Gao, "Depth Super-Resolution via Joint Color-Guided Internal and External Regularizations,"IEEE Transactions on Image Processing, Vol. 28, No. 4, pp. 1636-1645, April 2019 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Deming Zhai, Rong Chen,Xiangyang Ji, Debin Zhao, Wen Gao, "Depth Restoration from RGB-D Data via Joint Adaptive Regularization and Thresholding on Manifolds,"IEEE Transactions on Image Processing, Vol. 29, No.3, pp. 1068-1079, March 2019 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Gene Cheung, Chia-Wen Lin, Debin Zhao, Wen Gao, "Prior-based Quantization Bin Matching for Cloud Storage of JPEG Images," IEEE Transactions on Image Processing, Vol. 27, No.7, pp. 3222-3235, July 2018 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu Gene Cheung, Xiaolin Wu, Debin Zhao, " Random Walk Graph Laplacian based Smoothness Prior for Soft Decoding of JPEG Images," IEEE Transactions on Image Processing, Vol. 26, No.2, pp. 782-296, Feb. 2017 (Regular paper). (arXiv) 【code】(CCF推荐A类期刊, SCI影响因子5.071)

· 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 Transactions on Image Processing,Vol. 26, No. 2, pp. 509-524, Feb. 2017. (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Deming Zhai, Jiantao Zhou, Xinfeng Zhang, Debin Zhao, Wen Gao, ``Compressive Sampling based Image Coding for Resource-Deficient Visual Communication,”IEEE Transactions on Image Processing, Vol. 25 , No. 6,pp. 2844-2855，June 2016 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Xiaolin Wu, Jiantao Zhou, Debin Zhao, ``Data-driven Soft Decoding of Compressed Images in Dual Transform-Pixel Domain,” IEEE Transactions on Image Processing, Vol. 25 , No. 4,pp. 1649-1659，April 2016 (Regular paper). 【code and data】(CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Debin Zhao, Jiantao Zhou, Wen Gao and Huifang Sun, "Image Interpolation via Graph-based Bayesian Label Propagation, IEEE Transactions on Image Processing, Vol. 23, No. 3, pp. 1084-1096, March 2014 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Deming Zhai, Debin Zhao, Guangtao Zhai, Wen Gao, " Progressive Image Denoising through Hybrid Graph Laplacian Regularization: A Unified Framework,"IEEE Transactions on Image Processing, Vol. 23, No. 4, pp. 1491-1503,April 2014 (Regular paper). 【code】(CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Debin Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao and Huifang Sun, ``Image Interpolation via Regularized Local Linear Regression, IEEE Transactions on Image Processing,Vol. 20, No. 12, pp. 3455-3469, Dec. 2011 (Regular paper). 【code】(CCF推荐A类期刊, SCI影响因子5.071)

· Deming Zhai, Xianming Liu*, Xiangyang Ji, Debin Zhao, Wen Gao, "Joint Gaze Correction and Face Beautification for Conference Video using Dual Sparsity Prior,"IEEE Transactions on Industrial Electronics, DOI: 10.1109/TIE.2018.**

· Yongbing Zhang, Yihui Feng, Xianming Liu*, Deming Zhai, Xiangyang Ji, Haoqian Wang, Qionghai Dai, "Color-Guided Depth Image Recovery with Adaptive Data Fidelity and Transferred Graph Laplacian Regularization", To appear in IEEE Transactions on Circuit and Systems for Video Technology, 2019.

· Yuanchao Bai, Gene Cheung, Xianming Liu, Wen Gao, "Graph-Based Blind Image Deblurring from a Single Photograph," IEEE Transactions on Image Processing, Oct. Vol. 28, No. 3, pp. 1404-1418, March 2019. (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, Jiayi Ma, "Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis," IEEE Transactions on Image Processing, Vol. 28, No.2, pp. 628-641, Feb. 2019 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Junjun Jiang, Jiayi Ma, Zheng Wang, Chen Chen, and Xianming Liu, “Hyperspectral Image Classification in the Presence of Noisy Labels,” IEEE Transactions on Geoscience and Remote Sensing, DOI: 10.1109/TGRS.2018.**, 2018.

· Xinfeng Zhang, Weisi Lin, Ruiqin Xiong, Xianming Liu, Siwei Ma and Wen Gao,"Low-Rank Decomposition Based Restoration of Compressed Images via Adaptive Noise Esitmation," IEEE Transactions on Image Processing, Vol. 25, No. 9, pp. 4158-4171, Sept. 2016 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.071)

· Xianming Liu, Xinwei Gao, Debin Zhao, Jiantao Zhou, Guangtao Zhai, Wen Gao, "Model-based Low Bit-rate Video Coding for Resource-deficient Wireless Visual Communication,"Neurocomputing, Vol. 162, pp. 180-190, 2015.

· Jiantao Zhou, Xianming Liu, O. C. Au, and Y. Y. Tang, “Designing an Efficient Image Encryption-then-Compression System via Prediction Error Clustering and Random Permutation,” IEEE Transactions on Information Forensics and Security, Vol. 9, No. 2, pp. 39-50,2014 (Regular paper). 【code】(CCF推荐A类期刊, SCI影响因子5.824)

· Jiantao Zhou, O. C. Au,Guangtao Zhai,Y. Y. Tang, Xianming Liu,“ Scalable Compression of Stream Cipher Encrypted Images through Context-Adaptive Sampling,” IEEE Transactions on Information Forensics and Security, Vol. 9, No. 11, pp. 1857-1868, 2014 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.824)

· Yuanman Li, Jiantao Zhou, An Cheng, Xianming Liu, Yuan Y. Tang, “SIFT Keypoint Removal and Injection via Convex Relaxation”, IEEE Transactions on Information Forensics and Security, Vol. 11, No.8, pp. 1722 -1735, Aug. 2016 (Regular paper). (CCF推荐A类期刊, SCI影响因子5.824)

· Jiantao Zhou, Weiwei Sun, Li Dong,Xianming Liu, O. C. Au, Y. Y. Tang,“Secure Reversible Image Data Hiding over Encrypted Domain via Key Modulation,”IEEE Transactions on Circuit and Systems for Video Technology, Vol. 26, No. 3, pp. 441-452, March 2016 (Regular paper).

· Shiqi Wang, Ke Gu, Siwei Ma, Weisi Lin, Xianming Liu, Wen Gao,“Guided Image Contrast Enhancement Based on Retrieved Images in Cloud,” IEEE Transactions on Multimedia, Vol. 18, No. 2, pp. 219-232, Feb. 2016 (Regular paper).

· Shiqi Wang, Xinfeng Zhang, Xianming Liu*, Siwei Ma, Jian Zhang and Wen Gao, "Utility-Driven Adaptive Preprocessing for Screen Content Video Compression," IEEE Transactions on Multimedia, Vol. 19, No. 2, pp. 660-667, Mar. 2017 (Regular paper).

· Yutao Liu, Ke Gu, Guangtao Zhai, Xianming Liu, Debin Zhao, Wen Gao, "Quality assessment for real out-of-focus blurred images,"Journal of Visual Communication and Image Representation (46): 70-80, 2017.

· Yutao Liu, Guangtao Zhai, Ke Gu, Xianming Liu*, Debin Zhao and Wen Gao, "Reduced-reference Image Quality Assessment in Free-energy Principle and Sparse Representation," IEEE Transactions on Multimedia, Vol. 20, No. 2, pp. 379-391, Feb. 2018 (Regular paper).

· Deming Zhai, Xianming Liu*, Xiangyang Ji, Shin’ichi Satoh, Debin Zhao and Wen Gao, "Supervised Distributed Hashing for Large-scale Multimedia Retrieval," IEEE Transactions on Multimedia, Vol. 20, No. 3, pp. 675-686, 2018 (Regular paper).

· Deming Zhai, Xianming Liu*, Hong Chang, Yi Zhen, Xilin Chen, Maozu Guo, Wen Gao, "Parametric Local Multiview Hamming Distance Metric Learning,"Pattern Recognition, Vol. 75, pp. 250-262, 2018.







Conferences:



· Xianming Liu, Gene Cheung, Chia-Wen Lin, Debin Zhao, ``Quantization Bin Matching for Cloud Storage of JPEG Images,”To appear in ICASSP2016.

· Xianming Liu, Gene Cheung, Deming Zhai, Debin Zhao, ``Sparsity-based Joint Gaze Correction and Face Beautification for Conference Video,”To appear in VCIP2015.

· Xianming Liu, Gene Cheung, Xiaolin Wu, Debin Zhao, ``Inter-Block Soft Decoding of JPEG Images with Sparsity and Graph-Signal Smoothness Priors,”To appear in ICIP2015.

· Xianming Liu, Xiaolin Wu, Jiantao Zhou, Debin Zhao, ``Data-driven Sparsity-based Restoration of JPEG-compressed Images in Dual Transform-Pixel Domain,”To appear in CVPR2015.

· Xianming Liu, Gene Cheung, Xiaolin Wu, ``Joint Denoising and Contrast Enhancement of Images using Graph Laplacian Operator,”To appear in ICASSP2015.

· Xianming Liu, Gene Cheung, Deming Zhai, Debin Zhao, ``Joint Gaze-Correction and Beautification of DIBR-Synthesized Human Face via Dual Sparse Coding, To appear in ICIP2014.

· Xianming Liu, Xiaolin Wu, Debin Zhao, ``Multiple Description Image Coding using Local Random Measurements, in Proceedings of IEEE Data Compression Conference, DCC2014, Snowbird, Utah, USA, Mar.26-28, 2014 (Full paper, Top Conference in Data Compression).

· Xianming Liu, Deming Zhai, Debin Zhao, Wen Gao, ``Image Super-Resolution via Hierarchical and Collaborative Sparse Representation, in Proceedings of IEEE Data Compression Conference, DCC2013, Snowbird, Utah, USA, Mar.20-22, 2013 (Full paper, Top Conference in Data Compression, nominated as ``best student paper candidate).

· Xianming Liu, Deming Zhai, Guangtao Zhai, Debin Zhao, Ruiqin Xiong, Wen Gao, ``Multi-scale Spatial Error Concealment via Hybrid Bayesian Regression, in Proceedings of IEEE Data Compression Conference, DCC2012, Snowbird, Utah, USA, Apr.12-15, 2012 (Full paper, Top Conference in Data Compression).

· Xianming Liu, Debin Zhao, Ruiqin Xiong, Siwei Ma, Wen Gao and Huifang Sun, ``Transductive Regression with Local and Global Consistency for Image Super-Resolution, in Proceedings of IEEE Data Compression Conference, DCC2011, Snowbird, Utah, USA, Mar.29-31, 2011 (Full paper, Top Conference in Data Compression).

· Deming Zhai, Xianming Liu, Debin Zhao, Wen Gao, ``Progressive Image Restoration through Hybrid Graph Laplacian Regularization, in Proceedings of IEEE Data Compression Conference, DCC2013, Snowbird, Utah, USA, Mar.20-22, 2013 (Full paper, Top Conference in Data Compression , nominated as ``best student paper candidate).

· Deming Zhai, Hong Chang, Yi Zhen, Xianming Liu, Xilin Chen, Wen Gao, ``Parametric Local Multimodal Hashing for Cross-view Similarity Search," To appear in the 23rd International Joint Conference on Artificial Intelligence, IJCAI2013, August 3-9, 2013, Beijing, China. (oral, Top Conference in AI, Acceptance Rate: 195/1473 = 13.2%).

· Li Dong, Jiantao Zhou, Yuanyan Tang, Xianming Liu, `` Estimation of Capacity Parameters for Dynamic Histogram Shifting (DHS)-based Reversible Image Watermarking," ICME2014, pp. 1-6.

· Xianming Liu, Xiaolin Wu, Debin Zhao,``Sparsity-based Soft Decoding of Compressed Images in Transform Domain," To appear in IEEE International Conference on Image Processing 2013, ICIP2013 (oral).

· Jiantao Zhou,Xianming Liu and O. C. Au, ``On the Design of An Efficient Encryption-then-Compression System, ” inProceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP2013 (oral).

· Deming Zhai, Xianming Liu, Jiantao Zhou, Debin Zhao, Wen Gao, ``Spatial Error Concealment via Model-based Joint Sparse Coding," To appear in IEEE International Conference on Multimedia and Expo, ICME2013, San Jose, California, USA, July 15-19, 2013.

· Reza Pournaghi, Xiaolin Wu,Xianming Liu,``Low Bit-rate Image Coding via Local Random Down-sampling, `` in Proceedings of IEEE Picture Coding Symposium, PCS2013. (oral, Invited Paper).

· Xianming Liu, Xiaolin Wu, Xinwei Gao, Debin Zhao, Wen Gao, ``Low Bit-rate Video Coding via Mode-dependent Adaptive Regression for Wireless Visual Communications, in Proceedings of IEEE Visual Communications and Image Processing, VCIP2012, San Diego, USA, Nov.27-30. 2012. (oral)

· Xianming Liu, Deming Zhai, Guangtao Zhai, Debin Zhao, Wen Gao, ``Web Image Interpolation via Weighted Total Least Squares Regression, in Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP2012, Kyoto, Japan, March 25-30, 2012 (oral, IEEE Signal Processing Society Travel Grant Award).

· Xianming Liu, Deming Zhai, Debin Zhao, Ruiqin Xiong, Siwei Ma, and Wen Gao, ``Side Information Extrapolation with Temporal and Spatial Consistency, in Proceedings of 2011 IEEE International Symposium on Circuits and Systems, ISCAS2011, Rio de Janeiro, Brazil, May.15-18, 2011.

· Xianming Liu, Debin Zhao, Ruiqin Xiong, Siwei Ma, and Wen Gao, ``Image Interpolation via regularized local linear regression, in Proceedings of IEEE Picture Coding Symposium, PCS2010, Nogoya, Japan, Dec.08-10, 2010.

· Xianming Liu, Debin Zhao, Siwei Ma, and Wen Gao, ``Side information enhancement via texture and motion activity analysis in distributed video coding, in Proceedings of SPIE Visual Communications and Image Processing, VCIP2010, Huangshan, China, Jul.11-14, 2010.

· Xianming Liu, Debin Zhao, Yongbing Zhang, Siwei Ma, Qingming Huang and Wen Gao, ``Joint Learning for Side Information and Correlation Model based on Linear Regression Model in Distributed Video Coding, in Proceedings of IEEE International Conference on Image Processing, ICIP2009, Cairo, Egypt, Nov.7-10, 2009.

· Xianming Liu, Yongbing Zhang, Yongpeng Li, Hongbin Liu, Siwei Ma and Debin Zhao, ``Local adaptive learning and fusion for side information interpolation in distributed video coding, in Proceedings of IEEE Picture Coding Symposium, PCS2009, Chicago, USA, May.06-08, 2009.

· Aiguo Yi, Xianming Liu, Xiaopeng Fan and Debin Zhao, ``A Fast Video Transcoder from Wyner-Ziv to AVS, in Proceedings of 2010 Pacific-Rim Conference on Multimedia, PCM2010, Shanghai, China, Sep.21-24, 2010.

· Yongpeng Li, Hongbin Liu, Xianming Liu, Siwei Ma, Debin Zhao, and Wen Gao, ``Multi-hypothesis Based Multi-view Distributed Video Coding, in Proceedings of IEEE Picture Coding Symposium, PCS2009, Chicago, USA, May.06-08, 2009.

· Hongbin Liu, Yongpeng Li, Xianming Liu, Debin Zhao, Wen Gao, ``Two-pass Reconstruction in Distributed Video Coding, in Proceedings of IEEE Picture Coding Symposium, PCS2009,Chicago, USA, May.06-08, 2009.

· Hongbin Liu, Yongpeng Liu, Xianming Liu,Siwei Ma, Debin Zhao, Wen Gao, ``Improved Low Delay Distributed Video Coding, in Proceedings of IEEE Picture Coding Symposium, PCS2009,Chicago, USA, May, 2009.