Dong Xu

Selected Publications

*Postgraduate Students & Research Staff

Refereed Journal Papers

[1]D. Xu, S. Yan, S. Lin, Thomas Huang and Shih-Fu Chang, "Enhancing Bilinear Subspace Learning by Element Rearrangement," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 1913-1920, Oct. 2009. [Download] [ppt]

[2]Y. Huang*, D. Xu and T. J. Cham, "Face and Human Gait Recognition Using Image-to-Class Distance," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), Accepted (To appear). [Download]

[3]D. Xu and S. Yan, "Semi-supervised Bilinear Subspace Learning," IEEE Trans. on Image Processing (T-IP), pp. 1671-1676, Jul. 2009.

[4]D. Xu, S. Yan, S. Lin and Thomas Huang, "Convergent 2D Subspace Learning with Null Space Analysis," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 1753-1759, Dec. 2008.

[5]D. Xu and Shih-Fu Chang, "Video Event Recognition using Kernel Methods with Multi-Level Temporal Alignment," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 1985-1997, Nov. 2008. [Download] [ppt]

[6]D. Xu, S. Yan, and J. Luo, "Face Recognition Using Spatially Constrained Earth Mover's Distance," IEEE Trans. on Image Processing (T-IP), pp. 2256-2260, Nov. 2008.

[7]X. Li, S. Lin, S. Yan and D. Xu, "Discriminant Locally Linear Embedding with High Order Tensor Data," IEEE Trans. on Systems, Man and Cybernetics, Part B (T-SMC-B), pp. 342-352, Apr. 2008.

[8]D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang and Thomas Huang, "Reconstruction and Recognition of Tensor-based Objects with Concurrent Subspaces Analysis," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 36-47, Jan. 2008.

[9]D. Xu, S. Yan, D. Tao, S. Lin and H. Zhang, "Marginal Fisher Analysis and Its Variants for Human Gait Recognition and Content Based Image Retrieval," IEEE Trans. on Image Processing (T-IP), pp. 2811-2821, Nov. 2007. [Download]

[10]D. Xu, S. Lin, S. Yan and X. Tang, "Rank-one Projections with Adaptive Margin for Face Recognition," IEEE Trans. on Systems, Man and Cybernetics, Part B (T-SMC-B), pp. 1226-1236, Oct. 2007.

[11]S. Yan, Y. Hu, D. Xu, B. Zhang, H. Zhang and Q. Cheng, "Nonlinear Discriminant Analysis on Embedded Manifold," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 468-477, Apr. 2007.

[12]S. Yan, D. Xu, B. Zhang, H. Zhang, Q. Yang and S. Lin, "Graph Embedding and Extensions: A General Framework for Dimensionality Reduction," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 40-51, Jan. 2007. [Download] [ppt]

[13]S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang and H. Zhang, "Multilinear Discriminant Analysis for Face Recognition," IEEE Trans. on Image Processing (T-IP), pp. 212-220, Jan. 2007.

[14]S. Yan, D. Xu and X. Tang, "Face Verification with Balanced Thresholds," IEEE Trans. on Image Processing (T-IP), pp. 262-268, Jan. 2007.

[15]D. Xu, S. Yan, D. Tao, L. Zhang, X. Li and H. Zhang, "Human Gait Recognition with Matrix Representation," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 896-903, Jul. 2006.

[16]D. Xu, J. Liu, X. Li, Z. Liu and X. Tang, "Insignificant Shadow Detection for Video Segmentation," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 1058-1064, Aug. 2005.

Editorials

[1]S.-F. Chang, J. Luo, S. Maybank. D. Schonfeld and D. Xu, "An Introduction to the Special Issue on Event Analysis in Videos," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), Nov. 2008.

[2]Q. Liu, X. Li, A.M. Elgammal, X. Hua, D. Xu and D. Tao, "Introduction to Computer Vision and Image Understanding the Special Issue on Video Analysis," Computer Vision and Image Understanding (CVIU), pp. 317-318, 2009.

[3]S. Shan, Q. Liu, D. Tao, D. Xu, S. Yan and X. Li, "Introduction to the Special issue on Video-based Object and Event Analysis," Pattern Recognition Letters (PRL), pp. 87, 2009.

Refereed Conference Papers

[1]Y. Liu*, D. Xu, Ivor W. Tsang and J. Luo, "Using Large-Scale Web Data to Facilitate Textual Query Based Retrieval of Consumer Photos," ACM Multimedia Conference (ACM MM), 2009. (Oral) [Download]

[2]Y. Yang*, D. Xu, F. Nie, J. Luo and Y. Zhuang, "Ranking with Local Regression and Global Alignment for Cross Media Retrieval," ACM Multimedia Conference (ACM MM), 2009. (Oral)

[3]L. Duan*, Ivor W. Tsang, D. Xu and T. -S. Chua, "Domain Adaptation from Multiple Sources via Auxiliary Classifiers," International Conference On Machine Learning (ICML), 2009. (Oral) [Download]

[4]F. Nie*, D. Xu, Ivor W. Tsang and C. Zhang, "Spectral Embedded Clustering," International Joint Conferences on Artificial Intelligence (IJCAI), 2009. (Oral) [Download]

[5]L. Duan*, Ivor W. Tsang, D. Xu and S. J. Maybank, "Domain Transfer SVM for Video Concept Detection," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2009. [Download]

[6]D. Xu, T. J. Cham, S. Yan and S.-F. Chang, "Near Duplicate Image Identification with Spatially Aligned Pyramid Matching," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2008. [Download]

[7]Y. Huang*, M. S. Brown and D. Xu, "A Framework for Reducing Ink-Bleed in Old Documents," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2008.

[8]D. Xu and Shih-Fu Chang, "Visual Event Recognition in News Video using Kernel Methods with Multi-Level Temporal Alignment," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[9]S. Yan, D. Xu, S. Lin, Thomas Huang and Shih-Fu Chang, "Element Rearrangement for Tensor-Based Subspace Learning," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[10]H. Wang, S. Yan, D. Xu, X. Tang and Thomas Huang, "Trace Ratio vs. Ratio Trace for Dimensionality Reduction," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[11]D. Xu, S. Lin, S. Yan and X. Tang, "Rank-one Projections with Adaptive Margins for Face Recognition," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2006.

[12]D. Xu, S. Yan, L. Zhang, H. Zhang, Z. Liu and H. Shum, "Concurrent Subspace Analysis," IEEE Int.

Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

[13]S. Yan, D. Xu, B. Zhang and H. Zhang, "Graph Embedding: A General Framework for Dimensionality

Reduction," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005. (Oral)

[14]S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang and H. Zhang, "Discriminant Analysis with Tensor

Representation," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

[15]S. Yan, D. Xu, L. Zhang, B. Zhang and H. Zhang, "Coupled Kernel-based Subspace Learning," IEEE Int.

Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

[16]S. Yang, S. Yan, D. Xu, X. Tang and C. Zhang, "Fisher+Kernel Criterion for Discriminant Analysis," IEEE

Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

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