Dr Dengsheng Zhang - Researcher Profile

Biography

Dr Dengsheng Zhang received a BSc and a BA in 1985 and 1987 respectively. He obtained his PhD in Computing in 2002 from Monash University, Australia. He is currently a senior lecturer in the Faculty of Information and Technology at Monash University.

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Related Links:

• Dr Dengsheng Zhang Research Homepage

Research & Supervision Interests

Image, audio, video classification and annotation; machine learning

Keywords

Pattern recognition, machine learning., decision tree image semantic learning semantic template image feature discretization, image analysis, color, texture, shape, music analysis, video analysis

Qualifications

GRADUATE CERTIFICATE IN HIGHER EDUCATION

Institution: Monash University

Year awarded: 2006

COMPUTING

Institution: Monash University

Year awarded: 2002

ARTS

Institution: Anhui Normal University

Year awarded: 1987

SCIENCE

Institution: Anqing Normal Institute

Year awarded: 1985

Publications

Journal Articles

Zhang, D., Islam, M., Lu, G., 2012, A review on automatic image annotation techniques, Pattern Recognition [P], vol 45, issue 1, Pergamon, United Kingdon, pp. 346-362.

Chen, Z., Hou, J., Zhang, D., Qin, X., 2012, An annotation rule extraction algorithm for image retrieval, Pattern Recognition Letters [P], vol 33, issue 10, Elsevier BV North-Holland, Netherlands, pp. 1257-1268.

Fu, Z., Lu, G., Ting, K.M., Zhang, D., 2012, Efficient nonlinear classification via low-rank regularised least squares, Neural Computing and Applications [E], vol 21, Springer-Verlag, London UK, pp. 1-17.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2011, A survey of audio-based music classification and annotation, IEEE Transactions on Multimedia [P], vol 13, issue 2, The Institute of Electrical and Electronics Engineers, United States, pp. 303-319.

Hou, J., Chen, Z., Qin, X., Zhang, D., 2011, Automatic image search based on improved feature descriptors and decision tree, Integrated Computer-Aided Engineering [P], vol 18, issue 2, IOS Press, Netherlands, pp. 167-180.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2011, Music classification via the bag-of-features approach, Pattern Recognition Letters [P], vol 32, issue 14, Elsevier BV * North-Holland, Netherlands, pp. 1768-1777.

Zhang, D., Islam, M., Lu, G., Sumana, I., 2011, Rotation invariant curvelet features for region based image retrieval, International Journal of Computer Vision [E], vol E, Springer New York LLC, United States, pp. 1-15.

Sajjanhar, A., Lu, G., Zhang, D., Zhou, W., 2010, Connectivity-based shape descriptors, International Journal of Computers and Applications [P], vol 32, issue 1, ACTA Press, Calgary AB Canada, pp. 93-98.

Sajjanhar, A., Lu, G., Zhang, D., Hou, J., Zhou, W., Chen, Y., 2010, Spectral shape descriptor using spherical harmonics, Integrated Computer-Aided Engineering [P], vol 17, issue 2, IOS Press, The Netherlands, pp. 167-173.

Sajjanhar, A., Lu, G., Zhang, D., Zhou, W., 2008, Complementing a region descriptor for shape retrieval, International Journal of Computer & Information Science, vol 9, issue 3, International Association for Computer & Information Science (ACIS), Mt. Pleasant MI USA, pp. 51-59.

Liu, Y., Zhang, D., Lu, G., 2008, Region-based image retrieval with high-level semantics using decision tree learning, Pattern Recognition, vol 41, issue 8, Pergamon, United Kingdom, pp. 2554-2570.

Liu, Y., Zhang, D., Lu, G., Ma, W., 2007, A survey of content-based image retrieval with high-level semantics, Pattern Recognition, vol 40, issue 1, Pergamon, United Kingdom, pp. 262-282.

Zhang, D., Lu, G., 2005, Study and evaluation of different Fourier methods for image retrieval, Image and Vision Computing, vol 23, issue 1, Elsevier, The Netherlands, pp. 33-49.

Zhang, D., Lu, G., 2004, Review of shape representation and description techniques, Pattern Recognition, vol 37, issue 1, Elsevier Ltd, UK, pp. 1-19.

Zhang, D., Lu, G., 2003, A comparative study of curvature scale space and Fourier descriptors for shape-based image retrieval, Journal of Visual Communication and Image Representation, vol 14, issue 1, Academic Press, USA, pp. 41-60.

Zhang, D., Lu, G., 2003, Evaluation of MPEG-7 shape descriptors against other shape descriptors, Multimedia Systems, vol 9, issue 1, Springer-Verlag, Berlin Germany, pp. 15-30.

Zhang, D., Lu, G., 2002, Shape-based image retrieval using generic Fourier descriptor, Signal Processing: Image Communication, vol 17, issue 10, Elsevier Science B.V., Netherlands, pp. 825-848.

Zhang, D., Lu, G., 2001, A comparison of shape retrieval using Fourier descriptors and short-time Fourier descriptors, Lecture Notes in Computer Science, vol 2195, Springer-Verlag Berlin, Berlin Germany, pp. 855-860.

Zhang, D., Lu, G., 2001, Segmentation of moving objects in image sequence: a review, Circuits Systems and Signal Processing, vol 20, issue 2, Birkhauser Boston Inc., Cambridge USA, pp. 143-183.

Conference Proceedings

Ariyaratne, H.B., Zhang, D., Lu, G., 2012, A class centric feature and classifier ensemble selection approach for music genre classification, Structural, Syntactic, and Statistical Pattern Recognition: Joint IAPR International Workshop, SSPR & SPR 2012, Hiroshima, Japan, November 7-9 2012, Proceedings, 7 November 2012 to 9 November 2012, Springer, Berlin Heidelberg Germany, pp. 666-674.

Ariyaratne, H.B., Zhang, D., 2012, A novel automatic hierachical approach to music genre classification, Proceedings of the 2012 IEEE International Conference on Multimedia and Expo Workshops, 9 July 2012 to 13 July 2012, The Institute of Electronic and Electrical Engineers Inc, Los Alamitos CA USA, pp. 564-569.

Sumana, I., Lu, G., Zhang, D., 2012, Comparison of curvelet and wavelet texture features for content based image retrieval, Proceedings of the 2012 IEEE International Conference on Multimedia and Expo Workshops, 9 July 2012 to 13 July 2012, Institute of Electrical and Electronics Engineers, Inc, Los Alamitos CA USA, pp. 290-295.

Fu, Z., Lu, G., Ting, K.M., Zhang, D., 2012, Learning sparse kernel classifiers in the primal, Structural, Syntactic, and Statistical Pattern Recognition: Joint IAPR International Workshop, SSPR & SPR 2012 Proceedings, 7 November 2012 to 9 November 2012, Springer, Berlin Germany, pp. 60-69.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2011, Building sparse support vector machines for multi-instance classification, European Conference on Machine Learning Knowledge Discovery in Databases (ECML PKDD 2011), 5 September 2011 to 9 September 2011, Springer-Verlag, Berlin Germany, pp. 471-486.

Shahiduzzaman, M., Zhang, D., Lu, G., 2011, Improved spatial pyramid matching for image classification, 10th Asian Conference on Computer Vision (ACCV 2010), 8 November 2010 to 12 November 2010, Springer - Verlag, Berlin Germany, pp. 449-459.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2011, On low-rank regularized least squares for scalable nonlinear classification, 18th International Conference on Neural Information Processing (ICONIP 2011), 13 November 2011 to 17 November 2011, Springer-Verlag, Berlin Germany, pp. 490-499.

Zhu, J., Lu, G., Zhang, D., 2010, A GPU-based real-time interactive method for image matting, Proceedings of the 25th International Conference of Image and Vision Computing New Zealand, 8 November 2010 to 9 November 2010, IEEE, Piscataway NJ USA, pp. 1-8.

Zhu, J., Zhang, D., Lu, G., 2010, An enhancement to closed-form method for natural image matting, Proceedings of the 2010 Digital Image Computing: Techniques and Applications, 01 December 2010 to 03 December 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 629-634.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2010, Learning naive Bayes classifiers for music classification and retrieval, Proceedings of the 20th International Conference on Pattern Recognition, 23 August 2010 to 26 August 2010, IEEE Computer Society, Piscataway NJ USA, pp. 4589-4592.

Sajjanhar, A., Lu, G., Zhang, D., 2010, Novel spectral descriptor for object shape, Proceedings of the 11th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing, 21 September 2010 to 24 September 2010, Springer - Verlag, Berlin Germany, pp. 58-67.

Fu, Z., Lu, G., Ting, K., Zhang, D., 2010, On feature combination for music classification, Proceedings of the Joint IAPR International Workshop on Structural, Syntactic and Statistical Pattern Recognition (SSPR & SPR 2010), 18 August 2010 to 20 August 2010, Springer - Verlag, Germany, pp. 453-462.

Islam, M.M., Zhang, D., Lu, G., 2010, Region based color image retrieval using curvelet transform, Proceedings of the 9th Asian Conference on Computer Vision, 23 September 2009 to 27 September 2009, Springer-Verlag, Berlin Germany, pp. 448-457.

Jiang, L., Hou, J., Zeng, C., Zhang, D., 2009, Automatic image annotation based on decision tree machine learning, Proceedings of the International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, 10 October 2009 to 12 October 2009, The Institute of Electrical and Electronics Engineers, Piscataway NJ USA, pp. 170-175.

Dai, B., Zhang, D., Liu, H., Sun, S., Li, K., 2009, Evaluation of face recognition techniques, Proceedings of PIAGENG 2009: Image Processing and Photonics for Agricultural Engineering, 11 July 2009 to 12 July 2009, SPIE, Bellingham WA USA, pp. 1-7.

Islam, M.M., Zhang, D., Lu, G., 2009, Rotation invariant curvelet features for texture image retrieval, Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 28 June 2009 to 3 July 2009, The Institute of Electrical and Electronics Engineers, Piscataway NJ USA, pp. 562-565.

Zhang, D., Islam, M.M., Lu, G., Hou, J., 2009, Semantic image retrieval using region based inverted file, Proceedings of the 2009 Digital Image Computing: Techniques and Applications, 1 December 2009 to 3 December 2009, IEEE Computer Society, Los Alamitos CA USA, pp. 242-249.

Sajjanhar, A., Lu, G., Zhang, D., Hou, J., Chen, Y., 2009, Spherical harmonics and distance transform for image representation and retrieval, Proceedings of the Intelligent Data Engineering and Automated Learning, 23 September 2009 to 26 September 2009, Springer - Verlag, Berlin Germany, pp. 309-316.

Islam, M.M., Zhang, D., Lu, G., 2008, A geometric method to compute directionality features for texture images, Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 23 June 2008 to 26 June 2008, IEEE, Hannover Germany, pp. 1521-1524.

Islam, M.M., Zhang, D., Lu, G., 2008, Automatic categorization of image regions using dominant color based vector quantization, Proceedings of the Digital Image Computing: Techniques and Applications, 1 December 2008 to 3 December 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 191-198.

Hou, J., Zhang, D., Chen, Z., Xu, X., Nakamura, T., 2008, Composite feature modeling and retrieval, Proceedings of the 2008 10th International Conference on Control, Automation, Robotics & Vision, 17 December 2008 to 20 December 2008, The Institute of Electrical and Electronics Engineers, Piscataway NJ USA, pp. 2176-2181.

Sumana, I., Islam, M.M., Zhang, D., Lu, G., 2008, Content based image retrieval using curvelet transform, Proceedings of the 2008 IEEE 10th Workshop on Multimedia Signal Processing, 8 October 2008 to 10 October 2008, IEEE, Piscataway NJ USA, pp. 11-16.

Sajjanhar, A., Lu, G., Zhang, D., Zhou, W., 2008, Corners-based composite descriptor for shapes, Proceedings of the First International Congress on Image and Signal Processing CISP2008, 27 May 2008 to 30 May 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 714-718.

Zhang, D., Liu, Y., Hou, J., 2008, Digital image retrieval using intermediate semantic features and multistep search, Proceedings of the Digital Image Computing: Techniques and Applications, 1 December 2008 to 3 December 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 513-518.

Sajjanhar, A., Lu, G., Zhang, D., Zhou, W., Chen, Y., 2008, Image retrieval based on semantics of intra-region color properties, Proceedings of 2008 IEEE 8th International Conference on Computer and Information Technology, 8 July 2008 to 11 July 2008, IEEE, Piscataway NJ USA, pp. 338-343.

Sajjanhar, A., Lu, G., Zhang, D., Zhou, W., 2007, A composite descriptor for shape retrieval, Proceedings 6th IEEE/ACIS International Conference on Computer and Information Science(ICIS 2007) in conjunction with 1st IEEE/ACIS International Workshop on e-Activity (IWEA 2007), 11 July 2007 to 13 July 2007, IEEE Computer Society, Los Alamitos Ca USA, pp. 795-800.

Zhang, D., Lim, M., 2007, An efficient and robust technique for region based shape representation and retrieval, Proceedings 6th IEEE/ACIS International Conference on Computer and Information Science (ICIS 2007) in conjunction with 1st IEEE/ACIS International Workshop on e-Activity (IWEA 2007), 11 July 2007 to 13 July 2007, IEEE Computer Society, Los Alamitos CA USA, pp. 801-806.

Islam, M.M., Zhang, D., Lu, G., 2007, Comparison of retrieval effectiveness of different region based image representations, Sixth International Conference on Information, Communications and Signal Processing, 10 December 2007 to 13 December 2007, IEEE, Piscataway NJ USA, pp. 311-314.

Liu, Y., Zhang, D., Lu, G., Tan, A., 2007, Integrating semantic templates with decision tree for image semantic learning, Proceedings of the 13th International Multimedia Modeling Conference (MMM 2007), 9 January 2007 to 12 January 2007, Springer, Berlin Germany, pp. 185-195.

Liu, Y., Zhang, D., Lu, G., 2007, SIEVE - search images effectively through visual elimination, Proceedings of the Symposium on Human Interface: Human Interface and the Management of Information (HCI International 2007), 22 July 2007 to 27 July 2007, Springer, Berlin Germany, pp. 381-390.

Liu, Y., Zhang, D., Lu, G., Ma, W., 2006, Study on texture feature extraction in region-based image retrieval system, The 12th International Multi-Media Modelling Conference Proceedings, 4 January 2006 to 6 January 2006, Institute of Electrical and Electronics Engineers, Inc., Beijing China, pp. 264-271.

Ng, C.B.R., Lu, G., Zhang, D., 2005, A new approach to texture retrieval, International Workshop on Multimedia Signal Processing 2005, 30 October 2005 to 02 November 2005, IEEE Operations Center, Piscataway NJ USA, pp. 301-304.

Liu, Y., Zhang, D., Lu, G., Ma, W., 2005, Deriving high-level concepts using fuzzy-ID3 decision tree for image retrieval, 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing, 18 March 2005 to 23 March 2005, IEEE, Philadelphia PA USA, pp. 501-504.

Sajjanhar, A., Lu, G., Zhang, D., Qi, T., 2005, Multiresolution analysis of connectivity, Proceedings of the 6th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2005), 6 July 2005 to 8 July 2005, Springer-Verlag, Berlin Germany, pp. 56-62.

Ng, C.B.R., Lu, G., Zhang, D., 2005, Performance study of Gabor filters and rotation invariant Gabor filters, The 11th International Conference on Multi-Media Modeling, 12 January 2005 to 14 January 2005, IEEE Computer Society, Los Alamitos USA, pp. 158-162.

Liu, Y., Zhang, D., Lu, G., Ma, W., 2005, Region-based image retrieval with high-level semantic color names, The 11th International Conference on Multi-Media Modeling, 12 January 2005 to 14 January 2005, IEEE Computer Society, Los Alamitos USA, pp. 180-187.

Sajjanhar, A., Lu, G., Zhang, D., 2005, Spherical harmonics descriptor for 2d-image retrieval, IEEE International Conference on Multimedia & Expo, 06 July 2005 to 08 July 2005, IEEE, Piscataway USA, pp. 105-108.

Liu, Y., Ma, W., Zhang, D., Lu, G., 2004, An efficient texture feature extraction algorithm for arbitrary-shaped regions, 2004 7th International Conference on Signal Processing Proceedings, 31 August 2004 to 04 September 2004, Publishing House of Electronics Industry, Beijing China, pp. 1037-1040.

Sajjanhar, A., Lu, G., Zhang, D., 2004, Angular histograms for shape retrieval, Proceedings of the ISCA 19th International Conference on Computers and Their Applications, 18 March 2004 to 20 March 2004, ISCA, Cary USA, pp. 29-31.

Sajjanhar, A., Lu, G., Zhang, D., 2004, Coherence based histograms for shape retrieval, International Conference on Computer Sciences, Software Engineering, Information Technology, E-Business and Applications, 27/12/2004 to 29/12/2004, ISCA Press, Cairo Egypt, pp. 1-5.

Sajjanhar, A., Lu, G., Zhang, D., 2004, Discriminating shape descriptors based on connectivity, Proceedings of the 2004 IEEE International Conference Multimedia and Expo (ICME), 27 June 2004 to 30 June 2004, IEEE, Taipei Taiwan, pp. 2075-2078.

Chen, L., Lu, G., Zhang, D., 2004, Effects of different Gabor filter parameters on image retrieval by texture, Proceedings of the 10th International Multimedia Modelling Conference (MMM2004), 05 January 2004 to 07 January 2004, IEEE Computer Society, Los Alamitos USA, pp. 273-278.

Sajjanhar, A., Lu, G., Zhang, D., 2004, Image retrieval using modified Generic Fourier Descriptors, Proceedings of the ISCA 19th International Conference on Computers and Their Applications, 18 March 2004 to 20 March 2004, ISCA, Cary USA, pp. 32-35.

Zhang, D., 2004, Improving image retrieval performance by using both colour and texture features, Proceedings of the Third International Conference on Image and Graphics, 18 December 2004 to 20 December 2004, IEEE Computer Society, Los Alamitos USA, pp. 172-175.

Sajjanhar, A., Lu, G., Zhang, D., 2004, Multi-scale analysis of connectivity for image retrieval, Proceedings of the Third International Conference on Image and Graphics, 18 December 2004 to 20 December 2004, IEEE Computer Society, Los Alamitos USA, pp. 204-207.

Liu, Y., Zhang, D., Lu, G., Ma, W., 2004, Region-based image retrieval with perceptual colors, Proceedings of the 5th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing (PCM 2004), 30 November 2004 to 3 December 2004, Springer-Verlag, Berlin Germany, pp. 931-938.

Zhang, D., Lu, G., 2003, Evaluation of similarity measurement for image retrieval, Proceedings of the IEEE International Conference on Neural Networks and Signal Processing (ICNNSP 03), 14/12/03 - 17/12/03, IEEE Operations Center, Piscataway NJ USA, pp. 928-931.

Zhang, D., Lu, G., 2003, General image retrieval using shape and combined features, Proceedings of the Seventh IASTED International Conference on Internet and Multimedia Systems and Applications, 13 August 2003 to 15 December 2003, ACTA Press, Anaheim CA USA, pp. 585-589.

Zhang, D., Lu, G., 2002, A comparative study of Fourier descriptors for shape representation and retrieval, Fifth Asian Conference on Computer Vision (ACCV2002), 22 January 2002 to 25 January 2002, Asian Federation of Computer Vision Societies (AFCV), Fitzroy Vic Australia, pp. 646-651.

Zhang, D., Lu, G., 2002, A comparative study of three region shape descriptors, Proceedings of Sixth Digital Image Computing: Techniques and Applications Conference, 21 January 2002 to 22 January 2002, Australian Pattern Recognition Society (APRS), Fitzroy Vic Australia, pp. 86-91.

Zhang, D., Lu, G., 2002, An integrated approach to shape based image retrieval, Proceedings of the Fifth Asian Conference on Computer Vision (ACCV2002), 22 January 2002 to 25 January 2002, Asian Federation of Computer Vision Societies (AFCV), Fitzroy Vic Australia, pp. 652-657.

Zhang, D., Lu, G., 2002, Enhanced Generic Fourier Descriptors for Object-Based Image Retrieval, Proceedings of the ICASSP 2002 IEEE International Conference on Acoustics Speech and Signal Processing, 13 May 2002 to 17 May 2002, The Institute of Electrical and Electronics Engineers Inc., USA, pp. 3668-3671.

Zhang, D., Lu, G., 2002, Generic Fourier descriptor for shape-based image retrieval, 2002 IEEE International Conference on Multimedia and Expo, 26 August 2002 to 29 August 2002, IEEE, USA, pp. 425-428.

Zhang, D., Lu, G., 2002, Improving retrieval performance of Zernike moment descriptor on affined shapes, 2002 IEEE International Conference on Multimedia and Expo, 26 August 2002 to 29 August 2002, IEEE, USA, pp. 205-208.

Zhang, D., Lu, G., 2001, A comparative study on shape retrieval using Fourier descriptiors with different shape signatures, Intelligent Multimedia, Computing and Communications: Technologies and Applications of the Future: Proceedings of the International Conference on Intellient Multimedia and Distance Education, 01 June 2001 to 03 June 2001, John Wiley & Sons, Inc., USA, pp. 1-9.

Zhang, D., Lu, G., 2001, Content-based shape retrieval using different shape descriptors: a comparative study, Proceedings of the 2001 International Conference on Multimedia and Expo (IICME 2001), 22 August 2001 to 25 August 2001, IEEE, USA, pp. 317-320.

Zhang, D., Lu, G., 2000, An Edge and Colour Oriented Optical Flow Estimation Using Block Matching, 2000 5th International Conference on Signal Processing Proceedings, Beijing CHINA, 21-25 August 2000, Institute of Electrical and Electronics Engineers, Beijing China, pp. 1026-1032.

Zhang, D., Wong, A., Indrawan, M., Lu, G., 2000, Content-based Image Retrieval Using Gabor Texture Features, The First IEEE Pacific-Rim Conference on Multimedia (2000 International symposium on Multimedia Information Processing), Sydney NSW Australia, 13 - 15 December 2000, University of Sydney, Sydney NSW Australia, pp. 392-395.

Zhang, D., Wojcieszak, P., Yang, Y., 1999, Coordination Management with Two Types of Databases in a Web-based Cooperative System for Teamwork, Database, Web and Cooperative Systems The Proceedings of 1999 International Symposium on Databse, Web and Cooperative Systems, Baden-Baden GERMANY, August 3-4, 1999, Int' Inst for Adv Stud and Sys Res and Cyber, Ontario CANADA, pp. 47-52.

Teaching Commitment

• FIT1001-Computer Systems
• FIT1006-Business Information Analysis
• FIT1009-e-Commerce Systems
• FIT1031-Computers and Networks
• FIT1039-Web Stystems
• FIT2002-Project Management
• FIT2033/4022-Computer Models for Business Decisions.
• GCO2823/3822-Multimedia Development.
• GCO4806-General Operations Management
• FIT5019-Financial Modelling
• FIT5031-Mobile Software Agents
• FIT5077-e-Business Application and Development
• FIT5151 Object-oriented Business Application Development
• FIT5152-User Interface Design and Development
• FIT9005-Computer Architecture and Networks
• BUS9530-Business System B

Activities

Education

From: 01/01/2002
Monash
University

Employment

From: 01/09/2002 To: 31/12/9999
Monash University
Senior Lecturer

Languages

• English
• Mandarin

Grants

Title:

Automatic music feature extraction, classification and annotation.

Investigators:

Lu, G, Ting, K, Zhang, D

Funding:

(2009 - 2012). Australian Research Council (ARC).

(2009 - 2013). Australian Research Council (ARC).

Title:

Effective image search and retrieval through automatic image annotation.

Investigators:

Lu, G, Zhang, D, Teng, S

Funding:

(2013 - 2017). Australian Research Council (ARC).

(2013 - 2017). Monash University.

Postgraduate Research Supervisions

Current Supervision

Program of Study:

(DOCTORATE BY RESEARCH).

Thesis Title:

An effective technique for multi-modal image registration.

Supervisors:

Lu, G (Main), Teng, S (Associate), Zhang, D (Associate).

Program of Study:

(DOCTORATE BY RESEARCH).

Thesis Title:

An ontological approach to automatic music genre classification..

Supervisors:

Zhang, D (Main), Lu, G (Associate).

Program of Study:

(DOCTORATE BY RESEARCH).

Thesis Title:

Techniques for automatic image annotation..

Supervisors:

Lu, G (Main), Zhang, D (Associate).

Completed Supervision

Student:

Chua, B.

Program of Study:

Automatic extraction of perceptual features and categorization of music emotional expressions from polyphonic music audio signals. (PHD) 2007.

Supervisors:

Lu, G (Main), Zhang, D (Associate).

Student:

Islam, M.

Program of Study:

SIRBOT - semantic image retrieval based on object translation. (PHD) 2009.

Supervisors:

Zhang, D (Main), Lu, G (Associate).

Student:

Lee, K.

Program of Study:

On the analysis of fronto-normal gait for human recognition. (PHD) 2009.

Supervisors:

Zhang, D (Associate).

Student:

Liu, Y.

Program of Study:

Region-based image retrieval with high-level semantics. (PHD) 2006.

Supervisors:

Lu, G (Joint-Co), Zhang, D (Joint).

Student:

Sajjanhar, A.

Program of Study:

Shape-based image retrieval. (PHD) 2011.

Supervisors:

Lu, G (Main), Zhang, D (Associate).

Student:

Shahiduzzaman, M.

Program of Study:

Image Categorisation and Retrieval Using Multi-scale Spatial Pyramid Matching. (Masters) 2011.

Supervisors:

Zhang, D (Main), Lu, G (Associate).

Student:

Sumana, I.

Program of Study:

Image Retrieval Using Discrete Curvelet Transform. (Masters) 2008.

Supervisors:

Lu, G (Main), Zhang, D (Joint).