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Dr. Xudong Jiang

Associate Professor (tenured), School of Electrical and Electronic Engineering, Nanyang Technological University

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Representative Journal Articles

[1]     J. Ren, X.D. Jiang, J. Yuan and N. Thalmann, “Sound-Event Classification Using Robust Texture Features for Robot Hearing,” IEEE Transactions on Multimedia, online published, DOI: 10.1109/TMM.2016.2618218, 2016.

[2]      Y. Song, E. Tan, X.D. Jiang, J. Cheng, D. Ni, S. Chen, B. Lei, T. Wang, “Accurate Cervical Cell Segmentation from Overlapping Clumps in Pap Smear Images,” IEEE Transactions on Medical Imaging, online published, DOI: 10.1109/TMI.2016.2606380, 2016.

[3]      J. Ren, X.D. Jiang and J. Yuan, “LBP-Structure Optimization with Symmetry and Uniformity Regularizations for Scene Classification,” IEEE Signal Processing letters, Accepted, 2016.

[4]     J. Lai and X.D. Jiang, “Class-wise Sparse and Collaborative Patch Representation for Face Recognition,” IEEE Transactions on Image Processing, vol. 25, no. 7, pp. 3261 - 3272, July 2016.

[5]     Z. Miao, X.D. Jiang and K. Yap, “Contrast Invariant Interest Point Detection by Zero-Norm LoG Filter,” IEEE Transactions on Image Processing, vol. 25, no. 1, pp. 331 - 342, January 2016.

[6]     B. Lei, W. Li, Y. Yao, X.D Jiang, E. Tan, J. Qin, S. Chen, D. Ni and T. Wang, “Multi-modal and Multi-layout Discriminative Learning for Placental Maturity Staging,” Pattern Recognition, online published, DOI: 10.1016/j.patcog.2016.09.037, 2016.

[7]     I. Rida, X.D. Jiang and G. Marcialis, "Human Body Part Selection by Group Lasso of Motion for Model-Free Gait Recognition," IEEE Signal Processing letters, vol. 23, no. 1, pp. 154 - 158, January 2016.

[8]      X.D. Jiang and J. Lai, “Sparse And Dense Hybrid Representation via Dictionary Decomposition for Face Recognition,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 37, no. 5, pp. 1067-1079, May, 2015. © Codes ©

[9]      J. Ren, X.D. Jiang and J. Yuan, "LBP Encoding Schemes Jointly Utilizing the Information of Current Bit and Other LBP Bits," IEEE Signal Processing letters, vol. 22, no. 12, pp. 2373 - 2377, Dec. 2015.

[10]   J. Ren, X.D. Jiang and J. Yuan, “A Chi-Squared-Transformed Subspace of LBP Histogram for Visual Recognition,” IEEE Transactions on Image Processing, vol. 24, no. 6, pp. 1893-1904, June, 2015.

[11]  Z. Lu, X.D. Jiang and A. Kot, “A Color Channel Fusion Approach for Face Recognition,” IEEE Signal Processing letters, vol. 22, no. 11, pp. 1839 - 1843, Nov. 2015.

[12]  J. Ren, X.D. Jiang and J. Yuan, “Learning LBP Structure by Maximizing the Conditional Mutual Information,” Pattern Recognition, vol. 48, no. 10, pp. 3180 - 3190, Oct. 2015.

[13]  J. Ren, X.D. Jiang, J. Yuan and W. Gang, "Optimizing LBP Structure for Visual Recognition Using Binary Quadratic Programming," IEEE Signal Processing letters, vol. 21, no. 11, pp. 1346-1350, Nov. 2014.

[14]  A. Satpathy, X.D. Jiang and H. Eng, “LBP Based Edge-Texture Features for Object Recognition,” IEEE Transactions on Image Processing, vol. 23, no. 5, pp. 1953-1964, May, 2014. © Codes ©

[15]  Z. Miao and X.D. Jiang, “Additive And Exclusive Noise Suppression by Iterative Trimmed And Truncated Mean Algorithm,” Signal Processing, vol. 99, pp. 147-158, June, 2014. © Codes ©

[16]  A. Satpathy, X.D. Jiang and H. Eng, “Human Detection by Quadratic Classification on Subspace of Extended Histogram of Gradients,” IEEE Transactions on Image Processing, vol. 23, no. 1, pp. 287-297, January, 2014. © Codes(Matlab) © © Codes(C++) ©

[17]  Z. Miao and X.D. Jiang, “Interest Point Detection Using Rank Order LoG Filter,” Pattern Recognition, vol. 46, no. 11, pp. 2890-2901, November 2013.

[18]  J. Ren, X.D. Jiang and J. Yuan, “Noise-Resistant Local Binary Pattern with an Embedded Error-Correction Mechanism,IEEE Transactions on Image Processing, vol. 22, no. 10, pp. 4049-4060, October, 2013.

[19]  F. Ou, N. Rao, X. Jiang, M. Qian, W. Feng, L. Yin, X. Chen, “Analysis on Differential Gene Expression Data for Prediction of New Biological Features in Permanent Atrial Fibrillation,” PLoS ONE, vol. 8, no. 10, pp. 1-8, e76166, doi:10.1371/journal.pone.0076166, Oct. 2013.

[20]  Z. Miao and X.D. Jiang, “Weighted Iterative Truncated Mean Filter,” IEEE Transactions on Signal Processing, Vol. 61, no. 16, pp. 4149-4160, August, 2013. © Codes ©

[21]  C. Geng and X.D. Jiang, “Fully Automatic Face Recognition Framework based on Local and Global Features,” Machine Vision and Applications, vol. 24, no. 3, pp. 537-549, April 2013.

[22]  J. Ren, X.D. Jiang and J. Yuan, “A Complete and Fully Automated Face Verification System on Mobile Devices,Pattern Recognition, vol. 46, no. 1, pp. 45-56 January 2013.

[23]  Z. Miao and X.D. Jiang, “Further Properties and a Fast Realization of the Iterative Truncated Arithmetic Mean Filter IEEE Transactions on Circuits and Systems-II, vol. 59, no. 11, pp. 810-814, November 2012. © Codes ©

[24]   J. Lai and X.D. Jiang, “Modular Weighted Global Sparse Representation for Robust Face Recognition,” IEEE Signal Processing letters, vol. 19, no. 9, pp. 571-574, September 2012.

[25]  X.D. Jiang, "Iterative Truncated Arithmetic Mean Filter And Its Properties," IEEE Transactions on Image Processing, vol. 21, no. 4, pp. 1537-1547, April 2012. © Codes ©

[26]  H. Yang, A. Kot and X.D. Jiang, “Binarization of Low-Quality Barcode Images Captured by Mobile Phones Using Local Window of Adaptive Location and Size,” IEEE Transactions on Image Processing, vol. 21, no. 1, pp. 418-425, January 2012.

[27]  X.D. Jiang, "Linear Subspace Learning-Based Dimensionality Reduction," IEEE Signal Processing Magazine, vol. 28, no. 2, pp. 16-26, March 2011.

[28]  C. Geng and X.D. Jiang, “Face Recognition Based on the Multi-scale Local Image Structures,” Pattern Recognition, vol. 44, no. 10-11, pp. 2565-2575, October-November 2011.

[29]  C. Wee, R. Paramesran, R. Mukundan and X.D. Jiang, "Image Quality Assessment by Discrete Orthogonal Moments," Pattern Recognition, vol. 43, no. 12, pp. 4055-4068, December 2010.

[30]  P. Yap, X.D. Jiang and A. Kot, "Two Dimensional Polar Harmonic Transforms for Invariant Image Representation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 7, pp. 1259-1270, July 2010. © Codes ©

[31]  B. Mandal, X.D Jiang, H. Eng and A. Kot, "Prediction of Eigenvalues and Regularization of Eigenfeatures for Human Face Verification," Pattern Recognition Letters, vol. 31, no. 8, pp. 717-724, June 2010.

[32]  X.D. Jiang, "Asymmetric Principal Component and Discriminant Analyses for Pattern Classification," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 31, no. 5, pp. 931-937, May 2009.

[33]  M. Liu, X.D. Jiang and A. Kot, A Multi-Prototype Clustering Algorithm, Pattern Recognition, vol. 42, no. 5, pp. 689-698, May 2009.

[34]  N. Sudha, N. Puhan, X. Hua and X.D. Jiang, Iris Recognition on Edge Maps, IET Computer Vision, vol. 3, no. 1, pp. 1-7, March 2009.

[35]  X.D. Jiang, B. Mandal and A. Kot, Complete Discriminant Evaluation and Feature Extraction in Kernel Space for Face Recognition, Machine Vision and Applications, vol. 20, no. 1, pp. 35-46, January 2009.

[36]  X.D. Jiang, B. Mandal and A. Kot, Eigenfeature Regularization and Extraction in Face Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 3, pp. 383-394, March 2008.

[37]  M. Liu, X.D. Jiang and A. Kot, Efficient Fingerprint Search Based on Database Clustering, Pattern Recognition, vol. 40, no. 6, pp. 1793-1803, June 2007.

[38]  X.D. Jiang, Extracting Image Orientation Feature by Using Integration Operator, Pattern Recognition, vol. 40, no. 2, pp. 705-717, February 2007.

[39]  X.D. Jiang, M. Liu and A. Kot, Fingerprint Retrieval for Identification, IEEE Transactions on Information Forensics and Security, vol. 1, no. 4, pp. 532-542, December 2006.

[40]  X.D. Jiang, B. Mandal and A. Kot, Enhanced Maximum Likelihood Face Recognition, Electronics Letters, vol. 42, no. 19, pp. 1089-1090, September 2006.

[41]  X.D. Jiang, On Orientation and Anisotropy Estimation for Online Fingerprint Authentication, IEEE Transactions on Signal Processing, vol. 53, no. 10, pp. 4038- 4049, October 2005.

[42]  W. Xiong, K.Toh, W. Yau and X.D. Jiang, Model-Guided Deformable Hand Shape Recognition Without Positioning Aids, Pattern Recognition, vol. 38, no. 10, pp. 1651-1664, October 2005.

[43]  M. Liu, X.D. Jiang and A. Kot, Fingerprint Reference Point Detection, EURASIP Journal on Applied Signal Processing, vol. 2005, no. 4, pp. 498-509, April 2005.

[44]  K. Toh, X.D. Jiang and W. Yau, Exploiting Global and Local Decisions for Multi-Modal Biometrics Verification, IEEE Transactions on Signal processing, vol. 52, no. 10, pp. 3059-3072, October 2004.

[45]  K. Toh, W. Yau and X.D. Jiang, A Reduced Multivariate Polynomial Model for Multimodal Biometrics And Classifiers Fusion, IEEE Transactions on Circuits and Systems for Video Technology, vol. 14, no. 2, pp. 224-233, February 2004.

[46]  X.D. Jiang, Image Detail-preserving Filter for Impulsive Noise Attenuation, IEE Proceedings: Vision, Image and Signal Processing, vol. 150, no. 3, pp. 179-185, June 2003.

[47]  X.D. Jiang and A. Kam, Constructing and Training Feed-Forward Neural Networks for Pattern Classification, Pattern Recognition, vol. 36, no. 4, pp. 853-867, April 2003.

[48]  X.D. Jiang and W. Ser, Online Fingerprint Template Improvement, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 8, pp. 1121-1126, August 2002.

[49]  X.D. Jiang, W. Yau and W. Ser, Detecting the Fingerprint Minutiae by Adaptive Tracing the Gray Level Ridge Pattern Recognition, vol. 34, no. 5, pp. 999-1013, May 2001.

 

Current Research Areas:

·       Statistical Pattern Recognition

·       Computer Vision

·       Machine Learning

·       Image and Signal analysis

·       Face Recognition and Biometrics

 

Service:

·      Elected voting TC member: IEEE Signal Processing Society Information Forensic and Security Technical Committee

·      Associate Editor for IEEE Transactions on Image Processing, IEEE, USA

·      Associate Editor for IEEE Signal Processing Letter, IEEE, USA

·      Editorial board member for IET Biometrics, IET, UK

 

Positions are available at the ROSE Lab:  http://rose.ntu.edu.sg/about%20us/Pages/Join-Us.aspx

Students and visitors interested in the above areas please contact me at

email: exdjiang@ntu.edu.sg ; xudongjiang@ieee.org

Phone: (65) 6790 5018

Fax: (65) 6793 3318

Office and postal address: S1-B1c-105, EEE, NTU, 50 Nanyang Avenue, Singapore 639798

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