Curriculum Vitae
BIOGRAPHY
P. Raveendran received the B.Sc and M.Sc degrees in electrical engineering from South Dakota State University, Brookings, South Dakota, USA in 1984 and 1985 respectively. He was a systems designer with Daktronics, U.S.A before joining the Department of Electrical Engineering at University of Malaya, Kuala Lumpur, as a lecturer in 1986. In 1992, he received a Ronpaku scholarship from Japan to pursue Doctorate in Engineering, which he completed in 1994 at University of Tokushima, Japan. He was promoted to Associate Professor in 1995 and was promoted to Professor in 2003. His research areas include image and video analysis, formulation of new image descriptors for image analysis, fast computation of orthogonal moments, analysis of EEG signals, and data modeling of substance concentration acquired from non-invasive methods. His contributions can be seen in the form of journal publications, conference proceedings, chapters in books and an international patent to predict blood glucose levels using non-parametric model. He has successfully supervised to completion 17 Ph.D students and 13 students in M.Eng.Sc (Masters by research). He is currently a Senior IEEE member and also a member of the Signal Processing Society.
AREAS OF EXPERTISE
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SPEECH RECOGNITIONSpeech Recognition and Verification
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INNOVATIVE TECHNOLOGYPrediction of Blood Glucose and Substance Concentration using Noninvasive Method, Near InfraRed, Neural network, Partial Least Squares.
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DIAGNOSTIC TOOLSBrain-Computer Interface, Visual Short-term Memory and Physical Fatigue, Montages
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IMAGE PROCESSING AND COMPUTER VISIONImage Analysis, Fast Computation of Moments, Image Representation
ACADEMIC QUALIFICATION
- Dr. Eng(TOKUSHIMA)(1994), (IMAGE PROCESSING, NEURAL NETWORK, WAVELET APP.)University of Tokushima, Japan
- MSC(1985) (US), (LAIN-LAIN BIDANG KEJURUTERAAN)S. Dakota State University, Brookings
- BSC(1984) (US), (KEJURUTERAAN ELEKTRIK)S. Dakota State University, Brookings
- SIJIL, (Electronics & Computing)Politeknik Ungku Omar
ADMINISTRATIVE DUTIES
- International Steering Committee Member of Intelligent Signal Processing and Communication Systems (ISPACS)18 Jan 2016 - present (International)
- Head01 Jan 2015 - 31 Dec 2015 (Centre for Signal & Image Processing, Faculty of Engineering)
- Expert Advisor for 2015 EAC Accreditation of Engineering Programmes and Washington Accord Visit to Faculty of Engineering, University of Malaya02 Jun 2015 - 01 Oct 2015 (Department of Electrical Engineering, Faculty of Engineering)
- Head02 Jan 2014 - 31 Dec 2014 (Centre for Signal & Image Processing, Faculty of Engineering)
- Committee member of Jawatankuasa Ijazah Tinggi09 Jul 2006 - 08 Jul 2008 (Department of Electrical Engineering, Faculty of Engineering)
- Committee member of Jawatankuasa Pengajian Mahasiswa09 Jul 2006 - 08 Jul 2008 (Department of Electrical Engineering, Faculty of Engineering)
- Committee member of Jawatankuasa Kesapakaran untuk Kenaikan Pangkat ke Jawatan Profesor Madya14 May 2007 - 13 May 2008 (Faculty)
- Head06 Apr 2004 - 31 Mar 2006 (Department of Electrical Engineering, Faculty of Engineering)
- Committe Member of jawatankuasa Rayuan Peperiksaan07 Apr 2002 - 07 Apr 2005 (University Malaya)
- Appointment as a member of the Panel of Experts for the Advanced Engineering & Technology (AET) Research Cluster25 Apr 2013 - (University Malaya)
AWARD AND STEWARDSHIP
- Nominated in the Marquis Who's Who in the World, 33rd edition, Year 2015Marquis Who's Who in the World, 2015 (International)
- EXCELLENCE SERVICE AWARDUniversity of Malaya, 2008 (University)
- Prolific Publisher for 5 Year Period 2002 to 2007, Universiti Malaya, Awarded in 2007Universiti Malaya, 2008 (University)
- Certificate of Appreciation for Participation in the AEESEAP Regional Symposium on Engineering Education 2007AEESEAP Secretariat, 2007 (National)
- KHIDMAT SETIA 20 AWARDUniversity of Malaya, 2006 (University)
- CERTIFICATE OF EXCELLENT SERVICEUniversity of Malaya, 2006 (University)
- CERTIFICATE OF EXCELLENT SERVICEUniversity of Malaya, 2005 (University)
- Sijil Penghargaan kerana menyertai Pertandingan Merekacipta Robot Peringkat Kebangsaan 2005Kementerian Pengajian Tinggi, 2005 (National)
- Paduka Mahkota Perak (PMP) by the Sultan of Perak, April 19, Conferred in 1999.Sultan of Perak, 1999 (National)
- Listed in the Marquis Who s Who in the World, 16th edition, Listed in 1999.Marquis Who s Who in the World, 1999 (International)
- Ronpaku Scholarship for Doctor of Engineering (Dr.Eng)Japan Society for Promotion of Science, 1992 (International)
PUBLICATIONS
Article in Journal
- Mohd Fikree Hassan, Raveendran Paramesran, Yoshiki Tanaka & Kiyoshi Tanaka. (2018). A method using uniform yellowing pigmentation to model the color perception of the elderly people. Signal, Image and Video Processing, 1-8.
- Tarmizi Adam & Raveendran Paramesran. (2018). Image Denoising using Combined Higher Order Nonconvex Total Variation with Overlapping Group Sparsity. Multidimensional Systems and Signal Processing
- Ahlad Kumar, Mohd Fikree Hassan, P. Raveendran. (2017). Learning based restoration of Gaussian blurred images using Weighted Geometric moments and Cascaded digital filters. Applied Soft Computing. Advance online publication, doi.org/10.1016/j.asoc.2017.11.021
- Chih-Yang Pee, S.H. Ong & P.Raveendran. (2017). Numerically Efficient Algorithms for Anisotropic Scale and Translation Tchebichef Moment Invariants. Pattern Recognition Letters, 92, 68-74.
- K. Ratnavelu, M. Kalpana, P. Balasubramaniam, K. Wong & P. Raveendran. (2017). Image Encryption Method based on Chaotic Fuzzy Cellular Neural Networks. Signal Processing, 140, 87-96.
- Mohd Fikree Hassan, Raveendran Paramesran. (2017). Naturalness Preserving Image Recoloring Method for People with Red-Green Deficiency. Signal Processing: Image Communication, 57, 126-133.
- V. P. Ananthi, P. Balasubramaniam & P. Raveendran. (2017). A thresholding method based on interval-valued intuitionistic fuzzy sets: an application to image segmentation. Pattern Analysis and Applications, DOI: 10.1007/s10044-017-0622-y
- V.P. Ananthi, P. Balasubramaniam, P. Raveendran. (2017). Impulse Noise Detection Technique based on Fuzzy Set. IET Signal Processing, DOI: 10.1049/iet-spr.2016.0538
- Wissam Jassim, Raveendran Paramesran & Naomi Harte. (2017). Speech Emotion Classification Using Combined Neurogram and INTERSPEECH 2010 Paralinguistic Challenge Features. IET Signal Processing, DOI: 10.1049/iet-spr.2016.0336
- Ahlad Kumar, Raveendran Paramesran, Chern-Loon Lim and Sarat C.Dass (2016). Tchebichef moment based restoration of Gaussian blurred images. Applied Optics, 55(32), 9006-9016.
- Chern-Loon Lim, Raveendran Paramesran, Wissam A. Jassim,Yong-Poh Yu, King Ngi Ngan (2016). Blind image quality assessment for Gaussian blur images using exact Zernike moments and gradient magnitude. Journal of the Franklin Institute, 353 (17), 4715-4733.
- Ganesh Krishnasamy, Raveendran Paramesran. Hessian Semi-Supervised Learning Machine. Neurocomputing DOI:10/1016/j.neucom.2016.05.039
- Li Sze Chow, Raveendran Paramesran. Review of Medical Image Quality Assessment. Biomedical Signal Processing and Control. 2016; 27: 145-154. DOI: 10.1016/j.bspc.2016.02.006
- Md Rakibul Mowla, Siew-Cheok Ng, Muhammad S. A. Zilany & Raveendran Paramesran. 2016. Single-Trial Evoked Potential Estimation Using Iterative Principal Component Analysis. IEEE Sensors Journal 6(18): 6955-6960.
- Songnan Li, King Ngi Ngan, Raveendran Paramesran & Lu Sheng. (2016). Real-time Head Pose Tracking with Online Face Template Reconstruction. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(9), 1922-1928. DOI:
- Vijeta Khare, Palaiahnakote Shivakumara, Paramesran Raveendran, Michael Blumenstein. 2016. A blind deconvolution model for scene text detection and recognition in video. Pattern Recognition 54: 128-148
- Vijeta Khare, Palaiahnakote Shivakumara, Raveendran Paramesran & Michael Blumenstein. (2016). Arbitrarily-oriented multi-lingual text detection in video. Multimedia Tools and Applications, 76(259), 1-31.
- Kah-Hyong Chang & Raveendran Paramesran. 2015. Configurable Architecture for Fast Moments Computation. Journal of Signal Processing Systems for Signal Image and Video Technology 78(2):179-186
- Khare, Vijeta, Palaiahnakote Shivakumara & Paramesran Raveendran. 2015. A new Histogram Oriented Moments descriptor for multi-oriented moving text detection in video. Expert Systems with Applications 42(21): 7627- 7640.
- Md Rakibul Mowlaa, Siew-Cheok Nga,Muhammad S.A. Zilanya & Raveendran Paramesran. 2015. Artifacts-matched blind source separation and wavelet transform formultichannel EEG denoising. Biomedical Signal Processing and Control 22:111-118.
- Ran Shi, King Ngi Ngan, Songnan Li, Raveendran Paramesran & Hongliang Li. 2015. Visual Quality Evaluation of Image Object Segmentation: Subjective Assessment and Objective Measure. IEEE Transactions On Image Processing 24(12): 5033-5045.
- Yeh Huann Goh, Paramesran Raveendran, Yann Ling Goh. 2015.Robust speech recognition system using bidirectional Kalman filter. IET Signal Processing 9(6): 491-497
- Yong-Poh Yu, P. Raveendran, Chern-Loon Lim & Ban-Hoe Kwan. 2015. Dynamic heart rate estimation using principal component analysis. Biomedical Optics Express 6(11):4610- 4618.
- Yu, Yong-Poh, P. Raveendran & Chern-Loon Lim. 2015. Dynamic heart rate measurements from video sequences. Biomedical Optics Express 6, no. 7: 2466-2480.
- Ahlad Kumar, Raveendran Paramesran, Barmak Honarvar Shakibaei. 2014. Moment domain representation of nonblind image deblurring. Applied optics 53 (10): B167-B171
- Barmak Honarvar Shakibaeia and Raveendran Paramesran. 2014. A new Formulation of Geometric Moments From Lower Output Values of Digital Filters. Journal of Circuits Systems and Computers. 23(4)
- Barmak Honavar, Raveendran Paramesran, Chern Loon Lim. 2014. Image reconstruction from a complete set of geometric and complex moments. Signal Processing 98: 224-232
- Krishnasamy, Ganesh, Anand J. Kulkarni, and Raveendran Paramesran. 2014. A hybrid approach for data clustering based on modified cohort intelligence and K-means. Expert Systems with Applications 41(13) : 6009-6016.
- Wissam A. Jassim, Raveendran Paramesran,Muhammad S.A. Zilany. 2014. Enhancing noisy speech signals using orthogonal moments. IET Signal Processing 8(8):891-905
- Yeh Huann Goh, Paramesran Raveendran, Sudhanshu Shekhar Jamuar. 2014. Robust speech recognition using harmonic features. IET Signal Processing 8(2):167-175
- Barmak Honarvar Shakibaei Asli, Raveendran Paramesran. 2013. Fourier Mellin expansion coefficients of scaled pupils. Chinese Optics Letters 11(8): 080101-1 to 080101-4
- Barmak Honarvar Shakibaei Asli, Raveendran Paramesran. 2013. Recursive formula to compute Zernike radial polynomials. Optics Letters 38(14): 2487-2489
- Barmak Honarvar Shakibaei Asli,Raveendran Paramesran,Chern-Loon Lim. 2013. The fast recursive computation of Tchebichef moment and its inverse transform based on Z-transform. Digital Signal Processing 23 (5): 1738-1746
- Jassim W.A., Raveendran P., Mukundan R. 2012. New orthogonal polynomials for speech signal and image processing. IET Signal Processing 6(8):713-723
- Kah-Hyong Chang, Raveendran Paramesran, Barmak Honarvar Shakibaei Asli, Chern-Loon Lim. 2012. Efficient Hardware Accelerators for the Computation of Tchebichef Moments. IEEE Transaction on Circuit, System and Video Technology 22(3): 414-425.
- Kim Han Thung, Raveeendran Paramesran, Chern Loon Lim. 2012. Content Based Image Quality Metric using Similarity Measure of Moment Vectors. Pattern Recognition. 45(6): 2193-2204.
- Chern-Loon Lim, Barmark Honarvar, Kim Han Thung, Raveendran Paramesran. 2011. Fast computation of exact Zernike moments using cascaded digital filters. Journal Information Sciences 181(17): 3638-3651.
- Wee, C. Y., & Raveendran Paramesran. 2010. Image Quality Assessment by Discrete Orthogonal Moments. Pattern Recognition 43(12): 4055-4068.
- Zheng-Ming, Chuah ,Raveendran Paramesran, Kavintheran, Thambiratnam , Sin-Chew, Poh. 2010. A two-level partial least squares system for non-invasive blood glucose concentration prediction. Chemometrics and Intelligent Laboratory Systems 104(2): 347-351.
- Ng Siew-Cheok, Paramesran Raveendran. 2009. Enhanced mu Rhythm Extraction Using Blind Source Separation and Wavelet Transform. IEEE Transactions on Biomedical Engineering. 56(8): 2024-2034.
- Wee. C. Y., Raveendran, P. & Takeda, F. 2009. Sorting of rice grains using Zernike moments. Journal of Real-Time Image Processing. 4(4): 353-363.
- C.S. Soh, P.Raveendran, R.Mukundan. 2008. Mathematical Models for Prediction of Active Substance Content in Pharmaceutical Tablets and Moisture in Wheat. Chemometrics and Intelligent Laboratory Systems. 93(1): 63-69.
- Chong-Yaw Wee, Raveendran Paramesran, R. Mukudan. 2008. Fast Computation of Geometric Moments using a Symmetric Kernel. Pattern Recognition. 41(7): 2369-2380.
- C.W. Wee and P.Raveendran, (2007). Image Sharpness Measure Using Eigenvalues. Information Sciences Vol. 177, No.12, pp 2533-2552.
- C.Y. Wee and P. Raveendran,(2007). On The Computational Aspects of Zernike Moments. Image Vision and Computing. Vol. 25, No.6, pp 967-980.
- Chong-Yaw Wee and P.Raveendran, (2007). Derivation of Blur Invariant Features Using Orthogonal Legendre Moments. IET Computer Vision, U.K, Vol 1, No.2, pp 66-77.
- P.T. Yap and P.Raveendran, (2007). Eigenmoments. Pattern Recognition. Vol. 40, No.4, pp 1234-1244.
- Pew-Thian Yap, Raveendran Paramesran, Seng-Huat Ong. 2007. Image Analysis Using Hahn Moments. IEEE Trans. On Pattern Analysis and Machine Intelligence. 29(11): 2057-2062.
- C.Y. Wee and P.Raveendran, (2006). Efficient Computation of Radial Moment Functions Using Symmetrical Property. Pattern Recognition. Vol. 39, No.11, pp 2036-2046.
- P.T. Yap and P.Raveendran,(2006). Content-Based Image Retrieval Using Legendre Chromaticity Distribution Moments. IEE Proc. Vision, Image and Signal Processing. Vol. 152, No.1, pp 17-24.
- P. T. Yap and Raveendran Paramesran, (2005). An Efficient Method for the Computation of Legendre Moments. IEEE Trans. On Pattern Analysis and Machine Intelligence. Vol. 27, No.12, pp 1996-2002.
- C.W. Chong, P. Raveendran and R. Mukundan, (2004). Translation and Scale Invariants of Legendre Moments. Pattern Recognition. Vol. 37, No.1, pp 119-129.
- C.Y.Wee, P.Raveendran and F. Takeda, (2004). New Computational Methods for Full and Subset Zernike Moments. Information Sciences. Vol. 159, No.3-4, pp 203-220.
- P.T. Yap and P.Raveendran, (2004). Image Focus Measure Based on Tchebichef Moments. IEE Proc. Vision, Image and Signal Processing. Vol. 151, No.2, pp 128-136.
- C.C. Way, P. Raveendran and M. Mukundan, (2003). Translation Invariants of Zernike Moments. Pattern Recognition. Vol. 36, No.8, pp 1765-1773.
- C.C. Way, P. Raveendran and M. Mukundan, (2003). A Comparative Analysis of Algorithms for Fast Computation of Zernike Moments. Pattern Recognition. Vol. 36, No.3, pp 731-742.
- C.C. Way, P. Raveendran and M. Mukundan,(2003). The Scale Invariants of Pseudo-Zernike Moments. Pattern Analysis and Applications. Vol.6, pp 176-184.
- C.W. Chong, P. Raveendran and R. Mukundan, (2003). An Efficient Algorithm for Fast Computation of Pseudo- Zernike Moments. International Journal of Pattern Recognition and Artificial Intelligence. Vol. 17, No.6, pp 1011-1023.
- P.T. Yap, P.Raveendran and O.S. Huat, (2003). Image Analysis Using Krawtchouk Moments, IEEE Trans. on Image Processing. Vol. 12, No.11, pp 1367-1377.
- Palaniappan, R., Raveendran P., & Nishida S., (2003). Multi-channel reduced visual evoked potential analysis, IEE (Japan), Trans. EIS. Vol. 123, No. 10, pp 1721-1727.
- Palaniappan, R., & Raveendran P., (2002). Using Genetic Algorithm to Select A subset of Multi-channel Spectral Bands of Brain Rhythms for Classification, Applied Soft Computing, UK, Vol. 2, pp 48-60.
- R. Palaniappan and P. Raveendran, (2002). Using Genetic Algorithm to Select a subset of Multi-channel Spectral Bands of Brain Rhythms for Classification. Applied Soft Computing. Vol. 2, pp 48-60.
- R. Palaniappan, P. Raveendran and S. Omatu, (2002). VEP Optimal Channel Selection using Genetic Algorithm for Neural Network Classification of Alcoholics. IEEE Transactions on Neural Networks. Vol. 13, No.2, pp 486-491.
- R. Palaniappan, P. Raveendran, (2002). Individual Identification Technique using Visual Evoked Potential Signals. Electronics Letters. Vol. 38, No.25, pp 1634 -1635.
- R. Palaniappan, P.Raveendran, S. Nishida and N. Saiwaki, (2002). A New Brain-Computer Interface Design Using Fuzzy ARTMAP , IEEE Transactions on Neural Systems and Rehabilitation Engineering. Vol. 10, No.3, pp 140-148.
- R. Palaniappan and P. Raveendran, (2001). Cognitive Task Prediction Using Parametric Spectral Analysis of EEG Signals, Malaysian Journal of Computer Science. Vol 14, No.1, pp 58-67.
- R. Palaniappan and P. Raveendran, (2001). Recursive Digital Filter for Fast Visual Evoked Potential Estimation and Classification. Electronics Letters. Vol. 37, No.15, pp 990-992.
- P. Raveendran, R. Palaniappan and S. Omatu, (2000). Fuzzy ARTMAP Classification of Invariant Features Derived using Angle of Rotation from a Neural Network. Information Sciences. Vol. 130, No.1-4, pp 67-84.
- R. Palaniappan, P. Raveendran and S. Omatu, (2000). New Invariant Moments for Non-Uniformly Scaled Images. Pattern Analysis and Applications. Vol.3, No.2, pp 78-87.
- R. Palaniappan, P. Raveendran and S. Omatu, (1999). Neural Network Classification of Symmetrical and Nonsymmetrical Images using New Moments with High Noise Tolerance. International Journal of Pattern Recognition and Artificial Intelligence. Vol. 13, No.8, pp 1233-1250.
- Raveendran, P., Palaniappan, R., & Omatu, S., (1999). Noise tolerant moments for neural network classification, Proc. International Joint Conference on Neural Network, 2802-2807, International Joint Conference on Neural Networks (IJCNN'99); 10 July-16 July, Washington D.C., USA
- Kang, D., Raveendran, P., & Omatu, S., (1998) Algorithm to Discriminate between New and Used Bills Using a Neural Network," Database and Expert Systems Applications, International Workshop on, 367, 9th International Workshop on Database and Expert Systems Applications (DEXA'98), August 26- 28, Vienna, Austria
- Raveendran Paramesran, P. Ramaswamy, P and S. Omatu, (1998). Regular Moments for Symmetric Images. Electronics Letters. Vol. 34, No.15, pp 1481-1482.
- P. Raveendran, Omatu S and Bakar WA, (1995). Neuro- pattern classification of elongated and contracted images. Information Sciences-applications. Vol. 3, No. 3, pp 209-221.
- P. Raveendran and S. Omatu, (1994). Performance of an Optimal Subset of Zernike Features for Pattern- Classification. Information Sciences-Applications. Vol. 1 No.3, pp 133-147.
- P. Raveendran, Sigeru Omatu and A.B. Wan, (1994). "Generated Moments by Neural Networks to Recognise Invariant Image Representations", Journal of Artificial Neural Networks (U.S.A.). Vol. 1, No. 4, pp. 541-553.
- Raveendran P., & Omatu, S., (1994). Generated Moment Invariant Features by Cascaded Neural Network for Pattern Classification, Transactions of Information Processing Society of Japan. Vol. 35, No. 2, pp 48-57.
- Raveendran P., (1994). Invariant image representation by Fourier complex-log for pattern classification, ASEAN Journal on Science and Technology for Development. Vol. 1, No. 2, pp 81-94.
- Raveendran P., Omatu, S., & Bakar, W., A., (1994). Moments generated by neural networks to recognize invariant image representations, Journal of Artificial Neural Networks 1(4) 541-553
- Raveendran P., Omatu, S., & Ong, S. H., (1994). Neuro- pattern classification using Zernike moments and its reduced set of features, Intelligent Systems Engineering, U.K. Vol. 3, No. 4, pp 230-235.
- Raveendran P., Omatu, S., & Wan A. B., (1993). A Neural Network Approach to Minimize Intraclass Invariance of Moment Invariant for Pattern Classification, Neural, Parallel and Scientific Computations (U.S.A.). Vol. 1, pp 347-356.
- Raveendran, P., Jegannathan, S., & Omatu, S., (1993). New regular moment invariants to classify elongated and contracted images, Proc Int Jt Conf Neural Networks, 3, 2089-2092, IEEE Int Jt Conf Neural Networks, Piscataway, New Jersey, USA
- Raveendran, P., and Lim, K. G.,(1993). "Digital Frequency Synthesizer", AEESEAP Journal of Engineering Education. Vol. 21, No. 2, pp 95-97.
Books
- P. Raveendran, Microprocessors: MC6800 Fundamentals & MC6809 System Design, Prentice Hall, 2002.
- P.Raveendran and Robert J. Simpson, Mikropemproses Lanjutan 8 bit: MC6809, Perisisan, Perkakasan, Seni- Bina and Antara-Muka, Springer-Verlag, 1998
- Robert J. Simpson and P.Raveendran, Advanced 8-bit Microprocessor: MC6809, its Software, Hardware, Architecture and Interfacing Techniques, Springer- Verlag, 1997
Chapter in Books
- 1.R. Palaniappan, C. S. Syan and P. Raveendran, Current Practices in Electroencephalogram Based Brain-Computer Interfaces, published in M. Khosrow-Pour (ed.): Encyclopaedia of Information Science and Technology, 2nd ed., pp. 888- 901, vol. II, IGI Global, Hershey, PA, USA, 2009.
- R.PALANIAPPAN, P.RAVEENDRAN AND SIGERU OMATU 2000. IMPROVED MOMENT INVARIANTS FOR INVARIANT IMAGE REPRESENTATION (CHAPTER 9) INVARIANTS FOR PATTERN RECOGNITION AND CLASSIFICATION, SERIES IN MACHINE PERCEPTION AND ARTIFICIAL INTELLIGENCE 167 185 WORLD SCIENTIFIC PUBLISHING CO.
Article in Proceeding
- Barmak Honarvar Shakibaei, Raveendran Paramesran, Kim- Han Thung and Kah-Hyong Chang, (2011) A Reduced 2-D Digital Filter Structure for Fast Implementation of Geometric Moments, International Conference on Signal and Information Processing (ICSIP), Singapore.
- K.H. Thung, P. Raveendran, Similarity Measure of Moment Vectors as Image Quality Measures," IVCNZ 2011, Twenty-sixth International Conference Image and Vision Computing, 29 Nov - 1 Dec, 2011, Auckland, New Zealand.
- 1.Nor'aini, A.J., & Raveendran, P., (2009). Improving Face Recognition using Combination Of Global and Local Features, 2009 6th International Symposium On Mechatronics and its Applications (ISMA) 433-438, 6th International Symposium on Mechatronics and its Applications, Mar 23-26, Sharjah, United Arab Emirates
- 2.Soh, C. S., Zhang, X. Q., Chen, J. H., Raveendran, P., Soh, P. H., and Yeo, J. H., (2008). Blood Glucose Prediction using Neural Network - Art. No. 68480B, Advanced Biomedical and Clinical Diagnostic Systems VI 6848B8480-B8480 2008, Conference on Advanced Biomedical and Clinical Diagnostic Systems VI, Jan 20-21, San Jose, CA
- 3.Ng, S.C. & Raveendran, P, (2008). Removal of EOG Artefacts Using ICA Regression Method, 4th Kuala Lumpur International Conference on Biomedical Engineering 2008, 21(1-2), 226-229, 4th Kuala Lumpur International Conference on Biomedical Engineering, June 25-28, Kuala Lumpur, Malaysia
- Nor'aini, A.J. & Raveendran, P., (2008). Improving Face Recognition using Original and Pre-processed Features, 2008 International Symposium On Information Theory and its Applications, 1, 3628-633, International Symposium on Information Theory and Its Applications, Dec 07-10, Auckland, New Zealand
- Wee, C.Y. & Paramesran, R., (2008). Comparative Analysis of Eigenvalues-Based and Tchebichef Moments- Based Focus Measures, ECTI-CON 2008: Proceedings of the 2008 5th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, 1, 2517-2520, 5th International Conference on Electrical Engineering/Electronics, Computer Telecommunications and Information Technology, May 14-17, Krabi, Thailand
- Ng, S.C. & Raveendran, P., (2007). Comparison of Different Montages on to EEG classification, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006, 15, 365-368, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006 (BioMed 2006), Dec 11-14, Kuala Lumpur, Malaysia
- Ng, S.C. & Raveendran, P., (2007). EEG Peak Alpha Frequency as an Indicator for Physical Fatigue, 11th Mediterranean Conference on Medical and Biological Engineering and Computing 2007, 16 (1-2), 517-520, 11th Mediterranean Conference on Medical and Biological Engineering and Computing (MEDICON 2007), Jun 26-30, Ljubljana, Slovenia
- Nor'aini, A. J., Raveendran, P., & Selvanathan, N., (2007). A Comparative Analysis of Zernike Moments and Principal Component Analysis as Feature Extractors for Face Recognition, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006, 15, 37-41, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006 (BioMed 2006), Dec 11-14, Kuala Lumpur, Malaysia
- Selman, S., & Paramesran, R., (2007). Comparative Analysis of Methods used in the Design of DTMF Tone Detectors, ICT-MICC: 2007 IEEE International Conference on Telecommunications and Malaysia International Conference on Communications, Proceedings 1-2, 335-339, IEEE International Conference on Telecommunications/IEEE Malaysia International Conference on Communications (ICT-MICC 2007), May 14-17, Penang, Malaysia
- Soh, C. S., & Raveendran, P., (2007). Multi-Resolution Analysis of Near Infrared Spectroscopic Data for Calibration and Prediction of Active Substances in Phosphate Buffer Solution, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006, 15, 415-418, 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006 (BioMed 2006), Dec 11-14, Kuala Lumpur, Malaysia
- Wee, C.Y., Paramesran, R., & Mukundan, R., (2007). Quality Assessment of Gaussian Blurred Images using Symmetric Geometric Moments, 14th International Conference on Image Analysis and Processing Proceedings, 807-812, 14th International Conference on Image Analysis and Processing, Sep 10-14, Modena, Italy
- Wee, C.Y., Paramesran, R., & Takeda, F., (2007). Fast Computation of Zernike Moments for Rice Sorting System, 2007 IEEE International Conference on Image Processing, 1-7, 2961-2964, IEEE International Conference on Image Processing (ICIP 2007), Sep 16-19, San Antonio, Texas, United States of America
- Nor'aini, A. J., Raveendran, P., & Selvanathan, N., (2006). Human Face Recognition using Zernike Moments and Nearest Neighbour Classifier, 2006 4th Student Conference on Research and Development, 120-123, 4th Student Conference on Research and Development, Jun 27- 28, Shah Alam, Malaysia
- Ong, K. M., & Paramesran, R., (2006). A Study of Power Asymmetry Ratio of Single Trial Electroencephalogram during Finger Movement, TENCON 2005 - 2005 IEEE Region 10 Conference, 1-5, 504-507, IEEE Region 10 Conference (TENCON 2005), Nov 21-24, Melbourne, Australia
- Yap, P. T., & Paramesran, R., (2006). An Image Watermarking Scheme based on Orthogonal Moments, TENCON 2005 - 2005 Ieee Region 10 Conference, 1-5, 2209-2212, IEEE Region 10 Conference (TENCON 2005), Nov 21-24, Melbourne, Australia
- Nor'aini, A.J., Raveendran, P., & Selvanathan, N., (2005). A Comparative Analysis of Feature Extraction Methods for Face Recognition System, 2005 Asian Conference on Sensors and the International Conference on New Techniques in Pharmaceutical and Biomedical Research, Proceedings, 176-181, Asian Conference on Sensors/International Conference on New Techniques in Pharmaceutical and Biomedical Research, Sep 05-07, Kuala Lumpur, Malaysia
- Ong, K. M., & Paramesran, R., (2005). Autoregressive (AR) Model Order Selection And Spectral Estimation for Pre-Finger-Movement EEG Signals, ICBME 2005, The 12th International Conference on Biomedical Engineering, CDROM Proceedings ICBME 2005, The 12th International Conference on Biomedical Engineering, Dec 7-10, Singapore.
- Ong, K. M., Thung, K. H., Wee, C. Y., & Paramesran, R., (2005). Selection of a Subset of EEG Channels using PCA to Classify Alcoholics and Non-Alcoholics, 27th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1-7, 4195- 4198, 27th Annual International Conference of the IEEE- Engineering-in-Medicine-and-Biology-Society, Aug 31- Sep 03, Shanghai, Peoples R. China
- Soh, C. S., Ong, K. M., & Raveendran, P., (2005). Variable Selection using Genetic Algorithm for Analysis of Near-Infrared Spectral Data using Partial Least Squares, 27th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 1-7, 1178-1181, 27th Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology- Society, Aug 31-Sep 03, Shanghai, Peoples R. China
- 2004 (2004). Bootstrap Model Order Selection of Zernike Polynomial Expansion for Classification of Rice, TENCON 2004 - 2004 IEEE Region 10 Conference, A- D, A203-A206, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21- 24, Chiang Mai, Thailand
- Kwan, B. H., & Raveendran, P., (2004). Comparison between Legendre Moments and DCT in ECG Compression, TENCON 2004 - 2004 IEEE Region 10 Conference, A-D, A167-A170, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21- 24, Chiang Mai, Thailand
- Soh, C. S., Raveendran, P., & Taha, Z., (2004). Automatic Generation of Self-Organized Virtual Crowd using Chaotic Perturbation, TENCON 2004 - 2004 IEEE Region 10 Conference, A-D, B124-B127, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21-24, Chiang Mai, Thailand
- Thung, K. H., Ong, K. M., & Paramesran, R., (2004). A Study of EEG Signals Associated with Intended Cursor Movement using Asymmetry Ratio, TENCON 2004 - 2004 IEEE Region 10 Conference, A-D, C608-C611, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21-24, Chiang Mai, Thailand
- Yap, P. T., & Paramesran, R., (2004). Jacobi moments as image features, TENCON 2004 - 2004 IEEE Region 10 Conference, A-D, A594-A597, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21-24, Chiang Mai, Thailand
- Yap, P. T., & Paramesran, R., (2004). Local Watermarks Based on Krawtchouk Moments, TENCON 2004 - 2004 IEEE Region 10 Conference, A-D, B73-B76, IEEE Region 10 Conference on Analog and Digital Techniques in Electrical Engineering, Nov 21-24, Chiang Mai, Thailand
- Palaniappan, R., & Raveendran, P., (2002). Gamma Band Analysis of VEP to Study the Electrophysiological Differences in Alcoholics, International Congress on Biological and Medical Engineering, CDROM Proceedings, December 4-7, Singapore
- Palaniappan, R., & Raveendran, P., (2002). Gamma Band Analysis of VEP to Study the Electrophysiological Differences in Alcoholics, International Congress on Biological and Medical Engineering, CDROM Proceedings, International Congress on Biological and Medical Engineering, December 4-7, Singapore
- Palaniappan, R., & Raveendran, P., (2002). Genetic Algorithm to Select Features for Fuzzy ARTMAP Classification of Evoked EEG, IEEE Asia-Pacific Conference on Circuits and Systems, 2, 53-56, IEEE Asia-Pacific Conference on Circuits and Systems, Dec 16-18, Singapore
- Palaniappan, R., & Raveendran, P., (2002). N1 and P2 Evoked Response as a Measure of Short Term Visual Memory, 5th International Conference on Computer Vision, Pattern Recognition and Image Processing, 545- 548, 5th International Conference on Computer Vision, Pattern Recognition and Image Processing March 8-14, Durham, NC, U.S.A.
- Palaniappan, R., & Raveendran, P., (2002). P3 Response From Single Trial VEP Signals To Analyse The Electrophysiological Differences In Alcoholics, Proc. International Conference on Biomedical Engineering, pp. 233 - 235, June 6-8, Kuala Lumpur, Malaysia.
- Tham H., K., Raveendran, P., and Takeda, F. (2002). Neural Network Verification of Dynamic Signatures using Pressure Sensitive Pen, Proc. 5th International Conference on Computer Vision, Pattern Recognition and Image Processing, pp. 840-843, March 8-14, Durham, NC, USA
- Wee , C. Y., & Raveendran, P., (2002). An Efficient Algorithm for Fast Computation of Zernike Moments, Proc. 5th International Conference on Computer Vision, Pattern Recognition and Image Processing, pp. 785 - 788, March 8-14, Durham, NC, USA
- Wee , C. Y., Raveendran, P., Takeda, F., Tsuzuki, T., Kadota H., and Shimanouchi, S., (2002). Feature Reduction Of Zernike Moments Using Genetic Algorithm For Neural Network Classification Of Rice Grain, Proc. International Joint Conferences on Neural Network (IJCNN 2002), May, Hawaii, USA
- Wee, C. Y., Paramesran, R., & Takeda, F., (2002). Classification of Rice Grain Using New Scale Invariant Zernike Moments 5th International Conference on Computer Vision, Pattern Recognition and Image Processing, 832-835, 5th International Conference on Computer Vision, Pattern Recognition and Image Processing March 8-14, Durham, NC, U.S.A.
- Yap, P.T., Raveendran P., & Ong, S. H., (2002). Krawtchouk Moments as a New Set of Discrete Orthogonal Moments for Image Reconstruction, Joint Conferences on Neural Network (IJCNN 2002), 908-912, Joint Conferences on Neural Network (IJCNN 2002), May, Hawaii, U.S.A,
- Chong, C. W., Mukundan, R., and Raveendran, P., (2001). An Efficient Algorithm for Fast Computation of Pseudo-Zernike Moments, Proc. Intl. Conf. on Image and Vision Computing (IVCNZ'01), pp. 237-242, November 2001, New Zealand
- Palaniappan, R., & Raveendran, P., (2001). Autoregressive Order Selection Criteria: A Case Study for EEG Signals, Proceedings of the IEEE International Student Conference on Research and Development, SCOReD, CD-ROM Proceedings, February 20-21, Kuala Lumpur, Malaysia
- Palaniappan, R., & Raveendran, P., (2001). Classification of Single Trial Gamma Band VEP Extracted During Object Recognition, Proc. International Conference on Biomedical Engineering, vol. 1, pp. 1-4, December 21 - 24, Bangalore, India
- Palaniappan, R., & Raveendran, P., (2001). A New Mode of EEG Based Communication , Proceedings of IEEE International Joint Conference on Neural Networks, vol. 1, pp. 2679-2682, July 14-19, Washington DC, USA
- Palaniappan, R., & Raveendran, P., (2001). Neural Network Classification of Brain Waves Using Asymmetry Ratio, Proceedings of the IEEE International Student Conference on Research and Development, SCOReD, CD-ROM Proceedings, February 20-21, Kuala Lumpur, Malaysia
- Palaniappan, R., & Raveendran, P., (2001). Power and Asymmetry Ratio of Spectral Bands for Mental Task Recognition, Proceedings of IEEE Sixth International Symposium on Signal Processing and its Applications, vol. 2, pp. 745 - 746, August 13-16 Kuala Lumpur, Malaysia
- Palaniappan, R., & Raveendran, P., (2001). Single Trial VEP Extraction Using Digital Filter, Proceedings of IEEE 11th Workshop on Statistical Signal Processing (SSP), pp. 249 - 252, August 6-8, Singapore
- Palaniappan, R., & Raveendran, P., (2001). VEP Spectral Bands for Detecting Alcoholics (abstract), Annals of Biomedical Engineering, vol. 29, pp. S-14 (supplement 1), October 4-7 , Durham, USA
- Tham H., K., Raveendran P., & Palaniappan, R., (2001). Recognition of Handwritten Numerals Using Segmentation, Stroke Identification and Decision Tree , Proceedings of the IEEE International Student Conference on Research and Development, SCOReD, CD-ROM Proceedings, February 20-21, Kuala Lumpur, Malaysia
- Yap, P. T., Raveendran, P., & Ong, S. H., (2001). Chebyshev Moments as a New Set of Moments for Image Reconstruction, Proc. International Joint Conferences on Neural Network 2001 (IJCNN 2001), July ,Washington DC, USA
- Palaniappan, R., Raveendran, P., Nishida, S., & Saiwaki, N., (2000). Evolutionary Fuzzy ARTMAP for autoregressive EEG model order selection and classification , Proceedings of IEEE Conference on System, Man and Cybernetics, vol. 5, pp. 3682-3682, October 10 - 11, Tennessee, USA
- Palaniappan, R., Raveendran, P., Nishida, S., & Saiwaki, N., (2000). Improved Spectral Analysis of EEG Signals, Proceedings of IEEE Engineering in Medicine and Biology Society Asia Pacific Conference, vol. 1, pp. 143 - 144, September 26-28, Hangzhou, Peoples. R. China
- Palaniappan, R., Raveendran, P., Nishida, S., & Saiwaki, N., (2000). Mental task discrimination using EEG signals with genetically trained Fuzzy ARTMAP, Annals of Biomedical Engineering, vol. 28, pp. S-116 (supplement 1), October 12-14, Seattle, USA
- Palaniappan, R., Raveendran, P., Nishida, S., & Saiwaki, N., (2000). Autoregressive Spectral Analysis and Model Order Selection Criteria for EEG Signals , Proceedings of IEEE Region 10 Conference (TENCON), vol. 2, pp. 126-129, September 25-27, Kuala Lumpur, Malaysia
- Palaniappan, R., Raveendran, P., Nishida, S., & Saiwaki, N., (2000). Fuzzy ARTMAP Classification of Mental Tasks Using Segmented and Overlapped EEG Signals, Proceedings of IEEE Region 10 Conference (TENCON), vol. 2, no. 388-391, September 25-27, Kuala Lumpur, Malaysia
- Palaniappan, R., Raveendran, P., & Omatu, S., (1999). Neural Network Classification Using Noise Tolerant Moments for Symmetrical and Non-Symmetrical Images , Proceedings of International Joint Conference on Neural Networks (IJCNN), CDROM Proceedings, July 10- 16, Washington DC, USA
- Dongshik, K., P. Raveendran, P., & Omatu, S., (1998). Algorithm to Discriminate between New and Used Bills using Neural Network, Proceedings of Ninth International Workshop on Database and Expert Systems Applications, pp. 367-372, August, Vienna, Austria
- Raveendran, P., Omatu, S., & Poh, S. C., (1998). Derivation of Invariant Features Using Scale Factors from a Neural Network, Proceedings of International Joint Conference on Neural Networks (IJCNN), pp. 891- 896, May, Alaska, USA
- Raveendran, P., Omatu, S., & Poh, S. C., (1998). A New Technique to Classify Symmetrical Images using Regular Moments, Proc. Fourth Joint Conference on Information Sciences JCIS 98, vol. 4, pp. 405-408, October 23- 28, North Carolina, USA
- Raveendran, P., Omatu, S., & Poh, S. C., (1997). A New Technique to Derive Invariant Features for Unequally Scaled Images", Proceedings of IEEE International Conference on Systems, Man and Cybernetics, vol. 4, pp. 3158-3163, October, Florida, USA
- Raveendran, P., & Omatu, S., (1995). A New Technique to Derive Features for Shift and Unequally Scaled Images", Proceedings of IEEE International Conference on Neural Networks, vol. 4, pp. 2077-2080, November, Perth, Australia
- Raveendran, P., Jegannathan, S., & Omatu, S., (1994). Classification of Elongated and Contracted Images Using New Regular Moments, Proceedings of IEEE International Conference on Neural Networks, vol. 6, pp. 4154 - 4158, June, Florida, USA
- Raveendran, P., Omatu, S., & Naidu, R., (1993). A Cascaded Neural Net for Minimizing Intraclass Invariance of Moment Invariant Features for Pattern Recognition", Proceedings of World Congress on Neural Networks (WCNN), vol. 1, pp. 46-49, July 1993, Portland, USA
- Raveendran, P., Omatu, S., & Wong, W. Y., (1992). Performance of Generated Moments by Neural Network to Recognise Invariant Image Representations", Proc. International Joint Conference on Neural Networks (IJCNN), vol. 1, pp. 689-694, November, Beijing, Peoples. R. China.
- Raveendran, P., Omatu, S., & Ong, S.,H., (1991). Moment Invariant Features used as Inputs to a Neural Network to Recognise Numerals", Proceedings of IEEE Region 10 International Conference, vol. 11, pp. 141- 143, August, New Delhi, India
- Raveendran, P., & Taha, Z., (1989). An Automatic Focussing Visual Inspection System for Die Inspection, Proceedings of Fourth IEEE Region 10 International Conference, pp. 527-530, November, Bombay, India
- Jasmon, G., Kanendran & Raveendran, P., (1987). A New Technique in Reliability Optimization", Proceedings of International Association of Science and Technology for Development, pp. 152-155, June, Paris, France
RESEARCH INTEREST
- Analysis of EEG (EEG signal processing, digital filters)
- Video Analysis and Processing Techniques (quality metric, human and activities recognition)
- Machine Learning ( supervised learning, support vector machines)
- Image Analysis and Image Quality Metric (Orthogonal polynomials and moments, computational methods)
- Data Modeling and Analysis (prediction methods, PLS, NIR)
RESEARCH PROJECT
National
- 2014 - 2016, BKPImage Quality Assessment (IQA) of magnetic resonance images using Blind/referenceless image spatial quality evaluator (BRISQUE) and image denoising in wavelet domain. ( Consultant)
- 2015 - 2016, Geran Penyelidikan Universiti Malaya (UMRG)HIGH LEVEL IMAGE(S) UNDERSTANDING ( Principal Investigator(PI))
- 2012 - 2015, UM/MoHE HIR GrantDesign of Image Quality Metric and Pattern Features for Multimedia Applications and Video Based Analysis ( Principal Investigator(PI))
- 2010 - 2012, Geran Penyelidikan Universiti Malaya (UMRG)Near Infrared (NIR) Based Non Invasive Measurement System for Glucose Concentrations in Blood ( Principal Investigator(PI))
- 2009 - 2011, Geran Penyelidikan Universiti Malaya (UMRG)Real-time Image fidelity measure ( Principal Investigator(PI))
- 2006 - 2011, MAXISDesign of Video Analysis and Compression Techniques ( Principal Investigator(PI))
- 2010 - 2011, Geran Penyelidikan Universiti Malaya (UMRG)Design of Orthogonal Moments using Digital Filters for Image Quality Metric and Analysis ( Principal Investigator(PI))
- 2007 - 2009, ScienceFundDesign of Video Codec based on Robust Video Analysis and Compression Techniques for Next Generation Multimedia Applications. ( Principal Investigator(PI))
- 2006 - 2009, ScienceFundDesign of Non-Invasive Systems to Measure Blood Sugar and Cholestrol ( Principal Investigator(PI))
- 2004 - 2007, ScienceFundA New Communication System and Wheelchair Movement Control for Paralysed Individuals Using EEG signals ( Principal Investigator(PI))
CONSULTANCY PROJECT
- Software Development of Avatar and Ace Bancassurance, GRP Consultancy Services Sdn Bhd01 Jun 2009 - 01 Jun 2010 (National)
- Software Development for Mobile Network Content and Applications, Parade Nine Techno Sdn Bhd01 Jun 2008 - 01 Jun 2010 (National)
PAPER PRESENTED
PRESENTER
- Blood Glucose Prediction using Neural Network, Conference on Advanced Biomedical and Clinical Diagnostic Systems VI, IEEE (International) (20 Jan 2008 - 21 Jan 2008)
- Fast Computation of Zernike Moments for Rice Sorting System, IEEE International Conference on Image Processing (ICIP 2007), IEEE (International) (16 Sep 2007 - 19 Sep 2007)
- Prediction of Active Substance Content in Pharmaceutical Tablets using Wavelet Compressed NIR and Raman Spectroscopic Data, International Conference on Biomedical and Pharmaceutical Engineering, IEEE (International) (11 Dec 2006 - 14 Dec 2006)
- Gamma Band Analysis of VEP to Study the Electrophysiological Differences in Alcoholics, International Congress on Biological and Medical Engineering, IEEE (International) (04 Dec 2002 - 07 Dec 2002)
- P3 Response From Single Trial VEP Signals To Analyse The Electrophysiological Differences In Alcoholics, Proc. International Conference on Biomedical Engineering, IEEE (International) (06 Jun 2002 - 08 Jun 2002)
- Power and Asymmetry Ratio of Spectral Bands for Mental Task Recognition, Proceedings of IEEE Sixth International Symposium on Signal Processing and its Applications, IEEE (International) (13 Aug 2001 - 16 Aug 2001)
- Single Trial VEP Extraction Using Digital Filter, Proceedings of IEEE 11th Workshop on Statistical Signal Processing (SSP), IEEE (International) (06 Aug 2001 - 08 Aug 2001)
- Mental task discrimination using EEG signals with genetically trained Fuzzy ARTMAP, Annals of Biomedical Engineering, IEEE (International) (12 Oct 2000 - 14 Oct 2000)
- Evolutionary Fuzzy ARTMAP for autoregressive EEG model order selection and classification, Proceedings of IEEE Conference on System, Man and Cybernetics, IEEE (International) (10 Oct 2000 - 11 Oct 2000)
- Fuzzy ARTMAP Classification of Mental Tasks Using Segmented and Overlapped EEG Signals, Proceedings of IEEE Region 10 Conference (TENCON), IEEE (International) (25 Sep 2000 - 27 Sep 2000)
- Autoregressive Spectral Analysis and Model Order Selection Criteria for EEG Signals, Proceedings of IEEE Region 10 Conference (TENCON), IEEE (International) (25 Sep 2000 - 22 Sep 2000)
- A New Technique to Derive Invariant Features for Unequally Scaled Images, Proceedings of IEEE International Conference on Systems, Man and Cybernetics, IEEE (International) (01 Oct 1997 - 05 Oct 1997)
- A New Technique to Derive Features for Shift and Unequally Scaled Images, Proceedings of IEEE International Conference on Neural Networks, IEEE (International) (01 Nov 1995 - 05 Nov 1995)
- Classification of Elongated and Contracted Images Using New Regular Moments, Proceedings of IEEE International Conference on Neural Networks, IEEE (International) (01 Jun 1994 - 05 Jun 1994)
- A Cascaded Neural Net for Minimizing Intraclass Invariance of Moment Invariant Features for Pattern Recognition, Proceedings of World Congress on Neural Networks (WCNN), IEEE (International) (01 Jul 1993 - 05 Jul 1993)
- Performance of Generated Moments by Neural Network to Recognise Invariant Image Representations, Proc. International Joint Conference on Neural Networks (IJCNN), IEEE (International) (01 Nov 1992 - 05 Nov 1992)
- Moment Invariant Features used as Inputs to a Neural Network to Recognise Numerals, Proceedings of IEEE Region 10 International Conference, IEEE (International) (01 Aug 1991 - 05 Aug 1991)
- An Automatic Focussing Visual Inspection System for Die Inspection, Proceedings of Fourth IEEE Region 10 International Conference, IEEE (International) (01 Nov 1989 - 05 Nov 1989)
ACADEMIC/PROF. SERVICES
Evaluation
- (2017) PhD Thesis: Player Position Detection and Movement Pattern Recognition For Automated Tactical Analysis In Badminton by Kokum Weeratunga, Monash University , (External Examiner)
- (2017) PhD Thesis: Image Compression And Retrieval Using Prediction And Wavelet Based Techniques by Mohamed Uvaze Ahamed Ayoobkhan, Multimedia University, (External Examiner)
- (2017) PhD Thesis: Automatic Inspection of Electrical Installation On Infrared Image Analysis by Mohd Shawal bin Jadin@Bidin, Universiti Sains Malaysia, (External Examiner)
- (2017) PhD Thesis: Simultaneous EEG-fMRI Fusion for Assessment of the Cognitive Processes by Rana Fayyaz Ahmad, Universiti Teknologi Petronas, (External Examiner)
- (2017) PhD Thesis: Automatic Phatology Assessment Systems for Vocal Fold Disorders by Zulfiqar Ali, Universiti Teknologi Petronas, (External Examiner)
- (2017) To assess the appointment promotion of an academic staff to a Professor post at Advanced Informatics School, Universiti Teknologi Malaysia., (External Assessor)
- (2017) Ph.D Thesis: Fusion of Heart Rate Variability and Salivary Cortisol as a Measure of Cardiovascular Reactivity by Noor Aimie binti Salleh, Universiti Teknologi Malaysia., (External Examiner)
- (2017) Ph.D Thesis: A Custom Quantum Computing Model for Field Programmable Gate Array Technology by Lee Yee Hui, Universiti Teknologi Malaysia, (External Examiner)
- (2017) Ph.D Thesis: Investigation and Development on Improved Forensic Background Correction Algorithm For Visual Enhancement of Bloodstains, Seminal Stains and Fingerprints by Lee Wee Chuen, Universiti Sains Malaysia, (External Examiner)
- (2017) "Visual Measurement and Optimal Construction of Visual Cryptography Scheme" for the Transactions on Image Processing., (Reviewer)
- (2016) Brian Sumali: Blind Image Restoration By Optimizing Image Quality In PCA Subspace MMJ143045-Master of Philosophy, Malaysia-Japan International Institute of Technology, Universiti of Technology, (External Examiner)
- (2016) Eliahim Jeevaraj P.S. : Development of Decision-Based Filters for Impulse Noise Removal from Digital Images, Gandhigram Rural Institute-Deemed University (Ph.D thesis), (External Examiner)
- (2016) Rajeswari Raju: Optimisation of Image Processing Networks for Neuronal Membrane Detection, The University of Nottingham (Ph.D Thesis) , (External Examiner)
- (2016) Stable, Fast Computation of High-Order Zernike Moments Using a Recursive Method Pattern Recognition , (Reviewer)
- (2016) Aravind B.N.: Adaptive Image Denoising Using Spatial And Transform Domain, Visvesvaraya Technological University, Karnataka, India (Ph.D Thesis), (External Examiner)
- (2015) Abid Muhammed Khan:Pilot-Based Time Domain Channel Estimation for Digital Video Broadcasting Applications, Universiti Teknologi Petronas (Ph.D Thesis), (External Examiner)
- (2015) Mohammad Reza Nilchiyan: Online Signature from Statistical Model to User Verification and Identification, Universiti Teknologi Malaysia (Ph.D Thesis) , (External Examiner)
- (2015) 'Motion Blur SIFT Invariants Based on Sampling in Image Deformation Space and Univariate Search', IET Computer Vision, (Reviewer)
- (2015) Marwan D. Saleh: Fundus Image Analysis for the Detection of Diabetic Retinopathy Disease (PhD Thesis) , (External Examiner)
- (2015) Nursadul Mamun(KGA130014): The Prediction of Speech Intelligibility Using a Physiological Based Model of the Auditory System.(Master of Engineering Science) , (Internal Examiner)
- (2015) Yasir Salih Osman Ali: Development of Point Cloud Descriptors for Robust 3D Recognition, Universiti Teknologi Petronas (Ph.D Thesis), (External Examiner)
- (2015) To assess the appointment of an Associate Professor at Faculty of Biosciences and Medical Engineering, UTM (Dr Malarvili Bala Krishnan) , (External Assessor)
- (2015) To assess the appointment of an Associate Professor at Faculty of Biosciences and Medical Engineering, UTM (Dr Saravana Kumar Jaganathan) , (External Assessor )
- (2014) Reviewer for Image Vision and Computing , (Reviewer)
- (2014) Tee Connie: Recognition of Human Gait on Grassmann Manifold, Multimedia University (Ph.D Thesis) , (External Examiner)
- (2014) Reviewer for Neurocomputing , (Reviewer)
- (2014) Hermawan Nugroho: Inverse Monte Cario Method for Non Invasive Computerised Pigmentation Analysis, Universiti Teknologi Petronas (Ph.D Thesis) , (External Examiner)
- (2014) Reviewer for ISPACS 2014 Conference. , (Reviewer)
- (2014) Shahriar Badsha: Detection and Segmentation of Cryptosporidium and Giardia (00) Cysts in Treated Water Samples. (Master of Engineering Science) , (Internal Examiner)
- (2014) Farhad Navabifar : Improved Human Face Detection using Cascade Adaboost Algorithm and Histogram of Oriented Gradients, Universiti Teknologi Malaysia (Ph.D Thesis) , (External Examiner)
- (2013) Ho Chiung Ching, Performance Evaluation of Multimodal Biometric Systems using Fusion Techniques, Multimedia University. (PhD Thesis) , (External Examiner)
- (2013) Mehran Emadi, Human Face Verification Under Illumination Variation, Universiti Teknologi Malaysia. (PhD Thesis) , (External Examiner)
- (2013) Vishnu Paramasivan, An Optimal Evolvable Block Based Neural Network in FPGA SOCs, Universiti Teknologi Malaysia (PhD Thesis) , (External Examiner)
- (2012) Goh Kah Ong Michael, A Contactless Biometric System Using Multiple Hand Features, Multimedia University. (PhD Thesis) , (External Examiner)
- (2012) Hanung Adi Nugroho, Non-Invasive Image Enhancement Method of Colour Retinal Fundus Images for Computerized Diabetic of Diabetic Retinopathy Monitoring and Grading System, Universiti Teknologi Petronas. (PhD Thesis) , (External Examiner)
- (2011) Rabia Bakhteri, A Biometric Encryption System Algorithm Development and System Level Design, Universiti Teknologi Malaysia, (Ph.D) , (External Examiner)
- (2011) Kannan Ramakrishnan, Lossy, Lossless and Controlled Compression of Electrocardiogram (ECG) signals, Multimedia University Malaysia, (Ph.D) , (External Examiner)
- (2011) External Assessor, Multimedia University Academic Promotion Exercise , (External Assessor)
- (2011) Reviewer, Medical Engineering and Physics , (Reviewer)
- (2011) Reviewer, Journal of Mathematical Imaging and Vision , (Reviewer)
- (2011) Nur Asyiqin bt Amir Hamzah, Premature Ventricular Contraction Classification using Wavelet Transform Approach and Probabilistic Neural Network, Multimedia University Malaysia, (Master of Engineering Science) , (External Examiner)
- (2011) Reviewer, Optics and Lasers in Engineering , (Reviewer)
- (2011) Reviewer, Journal of Real-Time Image Processing, U.S.A , (Reviewer)
- (2010) Editor of the International Journal of Management Science and Engineering Management (IJMSEM), Liverpool, UK. , (Editor)
- (2010) V. Vijayakumar, A Diffraction based Model and its Application to Signal Analysis and Synthesis, Multimedia University Malaysia, (Ph.D) , (External Examiner)
- (2010) Reviewer, Information Sciences, U.S.A , (Reviewer)
- (2010) Tan Wooi Haw, Development of New Interactive and Automatic System for the Analysis of Myocardial Perfusion Spect Images, Multimedia University Malaysia,(Ph.D) , (External Examiner)
- (2010) Reviewer, IEEE Trans. Image Processing, U.S.A , (Reviewer)
- (2010) Reviewer, IEEE Trans. on Information Forensics and Security , (Reviewer)
- (2010) Reviewer, IET Computer Vision , (Reviewer)
- (2010) Reviewer, Image and Vision Computing , (Reviewer)
- (2009) Mohd Shohel Sayeed, Glove-based Approach to Dynamic Signature Verification, Multimedia University, Malaysia, (Ph.D) , (External Examiner)
- (2009) Oldooz Dianat, Length Estimators by Implementation of Relative Direction Chain Code, Universiti Teknologi Malaysia, (Masters by Research) , (External Examiner)
- (2009) Vishnu a/l Paramasivam, An Embedded System fir Networking Security Applying Cyrptographic Acceleration in Field Programmable Gate Array Hardware, Universiti Teknologi Malaysia, (Masters by Research) , (External Examiner)
- (2009) Hau Yuan Wen, System C-based Design Framework for an Embedded System Implemented as System-On-Chip, Universiti Teknologi Malaysia, (Ph.D) , (External Examiner)
- (2008) Reviewer, IEEE Trans. Pattern and Machine Intelligence, U.S.A , (Reviewer)
- (2008) Reviewer, Communications in Nonlinear Science and Numerical Simulations , (Reviewer)
- (2008) Reviewer, Signal Processing Letters. U.S.A , (Reviewer)
- (2008) Reviewer, Computer Methods and Programs in Biomedicine , (Reviewer)
- (2008) Reviewer, Biomedical Signal Processing and Control , (Reviewer)
- (2007) Reviewer, IET Image Processing , (Reviewer)
- (2007) Reviewer, IEEE Trans on Multimedia , (Reviewer)
- (2007) Reviewer, Brain Research Bulletin , (Reviewer)
- (2007) Rafidei Mohamad, Archiving System of Biomechanics Data using Motion Capture, Universiti Teknologi Malaysia, (Masters by Research) , (External Examiner)
- (2007) Reviewer, Pattern Recognition Letters , (Reviewer)
- (2006) Reviewer, IEEE Trans. System, Man and Cybernetics,(Part B) U.S.A , (Reviewer)
- (2002) Liang Kim Meng, Shape-Based Image Retrieval Using Nurbs, Universiti Sains Malaysia (Masters by Research), (External Examiner)
- (2002) Christina Shanti Nayagam, 'Level Set Segmentation of MR Images for Extraction of Femur Bone and Tissues', Faculty of Computer Science and Information Technology, University Malaya (Master of Computer Science). , (External Examiner)
- (2002) Mangalam a/p Sankupellay, Material Classification of Magnetic Resonance Images Using Neural Fuzzy Technique and Fuzzy Neural Technique , Faculty of Computer Science and Information Technology, University Malaya (Master of Computer Science). , (External Examiner)
- (2002) Hisbullah, Advanced Controller Design for Feed Rate Regulation of Fed Batch Fermentation , Faculty of Engineering, Universiti Malaya (Master of Engineering Science). , (External Examiner)
- (2002) Tham Hon Loke, Dynamic Modelling of a Two-Stage ATM Tandem Banyan Switch , Faculty of Computer Science and Information Technology, University Malaya (Master of Science). , (External Examiner)
- (1998) Jayabalan a/l Kundan, Rekabentuk Pembikinan dan Pengujian Litar-litar Logik Punca Berganding Terlipat BiCMOS Ragam Arus, Universiti Sains Malaysia,(Masters by Research) , (External Examiner)
- (1998) Mohamed Nordin bin Zakaria, Integrated Polygon Volume Rendering , Faculty of Computer Science and Information Technology, Universiti Malaya(Master of Science) , (External Examiner)
- (1997) Tay Hong Haur, Intelligent Handwritten Character Recognition by Fuzzy ARTMAP with Application to Postcode Recognition, Master in Engineering (Electrical) thesis, Universiti Teknologi Malaysia (Masters by Research) , (External Examiner)
Contribution to external organisation
- (2016) International Collaboration with Prof. Ngan Ngi King, Chinese University of Hong Kong, International
- (2016) International Collaboration with Associate Professor Dr Lin Weisi, School of Computer Engineering, Nanyang Technological University, Singapore, International
- (2016) Member of Advisory Committee for the 1st National Conference on Recent Advancements in Electronics (NCRAE-2016), ICFAI Foundation for Higher Education (IFHE) University, Hyderabad, India
- (2016) Member of the International Advisory Committee of International Conference on Electrical & Computer Engineering (ICECE) 2016, Bangladesh University of Engineering and Technology
- (2016) Technical Program Committee Member for Signal Processing and Integrated Networks, Signal Processing and Integrated Networks (SPIN)
- (2015) Peer review for PLOS ONE, Public Library of Science (PLOS)
- (2014) International Collaboration with Prof Kiyoshi Tanaka, Shinshu Unversity, Nagano, Japan, International
- (2014) International Collaboration with Prof Yegnanarayana, Internation Institute of Information Techology, Hyderabad, India, International
- (2014) International Collaboration with Prof Ngan King Ngi, Chinese University of Hong Kong, International
- (2014) International Collaboration with Dr Mukundan, University of Canterbury, Christchurch, New Zealand, International
- (2014) Chairman, Candidature Defence: 1) "A Mathematical Modelling for Solar Drying of Palm Waste Biomass and Experimental Validation" 2) "Optimization of Solar Dryer Parameter by using Genetic Algorithm, Faculty of Engineering, University of Malaya
- (2014) National project on using Internet of Things (IOT), University of Malaya, MCMC and Iconix Consulting
- (2014) Evaluation of Science Fund Projects, MOSTI
- (2014) Evaluation of Science Funds, MOSTI
- (2012) Keynote Speaker, Image Electronics and Visual Computing Workshop 2012 (IEVC2012), Kuching, Sarawak, Malaysia, Nov 21-24, 2012., Image Electronics Engineers of Japan (IIEEJ)
- (2012) Invited Speaker. International Conference Acoustic, Speech and Signal Processing (ICASSP)2012 Workshop - "Signal Processing Education: Asian Perspectives and Practices, Kyoto Japan, March 26-30, 012., IEEE
- (2011) Program Committee for the 4th International Congress on Image and Signal Processing (CISP 2011) and the 4th International Conference on BioMedical Engineering and Informatics (BMEI 2011), IEEE and EMB
- (2010) Co-Chairman. Technical Committee, 2010 IEEE Asia Pacific Conference on Circuits and Systems.
- (2009) MGS application: Reviewer for Technology Assessment for Archtron R&D Sdn Bhd, 2009. , Archtron R&D Sdn Bhd
- (2009) MSC Malaysia MGS application: Reviewer for Technolog Assessment for BSmart Technology Sdn Bhd, 2008 and Consultant to MDEC to monitor the progress. , Malaysian Development Corporation (MDeC)
- (2008) Technical Expert for MJIUT Undergraduate Program- Bachelor of Electronics Engineering, Malaysia-Japan University Center (MJUC)
- (2008) MGS application: Reviewer for Technology Assessment for Fusionex Corp Sdn Bhd, 2008 and Consultant to MDEC to monitor the progress., Malaysian Development Corporation (MDeC)
- (2008) MSC Malaysia MGS application: Reviewer for Technology Assessment for Tentacle Technologies MSC Sdn Bhd,, Malaysian Devlopment Corporation (MDeC)
- (2007) International Collabration with Prof. Kamisetty Rao, University of Texas, Arlington, Texas, U.S.A , International
- (2006) International Collaboration with Dr. R. Mukundan, University of Canterbury, International
- (2005) MSC Malaysia MGS application: Reviewer for Technology Assessment for Corentix Technologies Sdn Bhd, 2005., Malaysian Development Corporation (MDeC)
- (2005) Technical Reviewer for British Telecoms Multimedia Y1Q2 Deliverable Report Business Model Report , 2005., Malaysian Development Corporation (MDeC)
- (2005) British Telecoms Multimedia Y1Q2 Deliverable Report Regional Application Scenarios Report , 2005., Malaysian Development Corporation (MDeC)
- (2004) Offer my experience and special presentation to staff of Electrical Engineering department of the University of Danang, Vietnam., University of Danang, Vietnam.
- (2003) MSC Malaysia MGS application: Reviewer for Technolog Assessment for Pixel Reality Sdn Bhd, 2003. , Malaysian Development Corporation (MDeC)
- (2002) MSC Malaysia MGS application: Reviewer for Technology Assessment for Asia Pacific Institute of Information Technology- FileShield and Consultant to MDeC to monitor the progress, Malaysian Development Corporation (MDeC)
- (2000) International Collaboration with Prof. Shogo Nishida, University of Osaka, International
SUPERVISION
Postgraduate Student
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(2015) Improved methods to enhance the color perception for people with color vision deficiency, Mohd Fikree Hassan
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(2013) Semi-supervised Learning for Future Selection and Classification of Data, Ganesh A/L Krishnasamy
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(2012) Restoration of Gaussian Blurred Images using Geometric and Tchebichef Moments, Ahlad Kumar
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(2012) Detection of multi-oriented moving text in videos, Vijeta Khare
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(2011) Dynamic Heart Rate Estimation Using Facial Images From Video Sequences, Yu Yong Poh
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(2009) Design of Orthogonal Polynomials and Moments via Cascaded Digital Filters, Barmak Honarvar
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(2007) Speech Recognition using Tchebichef Moments and Energy Based Harmonic Features, Goh Yeh Huann
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(2007) Detection of Heart Rate of Humans from Video Images, Kwan Ban Hoe
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(2007) Classification and Analysis of Image Quality Metric using Orthogonal Moments, Thung Kim Han
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(2007) A New Discrete Orthogonal Polynomial System Based On Tchebichef And Krawtchouk Polynomials And Its Application To Speech And Image Analysis, Wissam-A-Jassim
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(2007) A New Computational Method for Exact Zernike Moments (EZM) And Its Use In The Design Of Blur Index For Out-Of-Focus Images, Lim Chern Loon
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(2005) Enhanced μ Rhythm using Blind Source Spectrum Separation and Wavelet Transform as an Indicator for Physical Fatigue, Ng Siew Cheok
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(2005) Development and Analysis of Techniques to Predict Substance Concentration using Non-Invasive Methods, Soh Chit Siang
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(2003) Moments-Based Pattern Analysis: Theory and Applications, Yap Pew Thian
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(2003) Moment Based Feature Descriptors for Image Quality Variations and their Fast Computation, Wee Chong Yaw
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(2003) Formulation of Invariants For Discrete Orthogonal Moments and Image Classification, Pee Chih Yang*
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(2002) A Comparative Analysis of Orthogonal Moments for Face Recognition, Nor\'aini Abd. Jalil.
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(1999) The Formulation of a New Class of Continuous Orthogonal Moment Invariants, and the Analysis of their Computational Aspects, Chong Chee Way
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(1999) Analysis of Electroencephalogram Signals Extracted During Mental Tasks and Visual Stimulus, Palaniappan @Senthil a/l Ramasamy
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(2015) Integrated Segmentation and Interpolation Model for Magnetic Resonance (MR), Sharmin Liaquat Urme
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(2015) Image Restoration Techniques in Spatial and Frequency Domains, Osamah Jasim Madhloom
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(2015) Image Restoration Techniques for Removal of Blurred Images, Ameer Naeem Zyarah
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(2014) Image Restoration Techniques In Spatial Domain, Gan Jiunn Chang
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(2014) Image Quality Assessment of Magnetic Resonance Images, Heshalini Rajagopal@Ramasamy
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(2013) Underwater Image Enhancement Using Histogram Equalization Methods, Yin MingMing
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(2013) Underwater Image Enhancement Methods, Abdul Rahman Gawad G.E. El-Far
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(2012) Restoration of Image from Geometric Moments, Mohd Fikree Hassan
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(2010) Video Image Processing, Teng Sing Loong
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(2009) Implementation of Moments Derived from Cascaded Digital Filters in FPGA, Chang Kah Hyong
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(2008) Non-Invasive Glucose Concentration Predictions using Parametric and Non-Parametric Techniques, Chuah Zheng Ming
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(2008) DET Polyphase Filter Bank, Ismail Aldahdooh (University of Malaya (UM))
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(2008) Design of Dual-Tone Multi-Frequency and its Implementation using TMS320C6713 DSK Board, Suvad Selman (University of Malaya (UM))
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(2008) Design of Digital Sinusoidal Oscillator, Yang Hang Zhou
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(2008) Comparative Analysis of Algorithms used in Encryption and Decryption, Ala A Ebrahim Abobaker Barahim (University of Malaya (UM))
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(2007) Multi-Antenna for Wireless Communications, Eu Sock Siong (University of Malaya (UM))
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(2007) Face Recognition using Neural Network, Alsadig Babiker Mohammed (University of Malaya (UM))
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(2005) H.264 Intra Coding Techniques based on Sobel and Absolute Deviation, Lim Chern Loon
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(2004) Analysis of Electroencephalogram (EEG) Signals extracted during Pre-Finer Movement and Onset of Visual Stimulus, Ong Kok Meng
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(2003) Modeling Human Crowd Motion Behaviour using Chaos Theory (Co-Supervision), Soh Chit Siang*
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(2003) Data Compression of ECG Signal using Orthogonal Moments, Kwan Ban Hoe
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(2003) Analysis of Electroencephalogram (EEG) Signals Extracted during Mental Tasks (Co-Supervision), Thung Kim Han*
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(2001) Image Analysis by Discrete Orthogonal Moments, Yap Pew Thian
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(2001) Classification of Rice Grain using Fast Optimal Zernike Moments, Wee Chong Yaw
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(2001) Changes in Electroencephalogram Mu Rhythm during Hand Movements (Co-Supervision), Ng Siew Cheok*
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(1997) Regular Moment Analysis for Pattern Recognition, Palaniappan @ Senthi a/l Ramaswamy
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(1997) An interface to Increase the Computational Speed of MC6809 for Digital Filtering Applications, Khafri Alymann
Under Graduate Students
- (2005) Neural Network Based Speech Recognition System
- (2005) Implementation of Echo Cancellation Techniques In TMS320C6713 DSP Using RMS Algorithm
- (2005) Implementation of Digital Echo Canceller In TMS320C6713 DSP Using LMS Algorithm
- (2005) Fuzzy Artmap Based Speech Recognition System
- (2005) Design of Vibration Detection System Based On DSP TMS320F2812 (IIR / Hardware)
- (2005) Design of MC6809 Microprocessor Based Educational System (Hardware)
- (2005) Design of Machinery Health Monitoring System Based On TMS320F2812 (Fir Filter And Software Design)
- (2005) Design of FPGA To Interface With MC6809 Microprocessor
- (2005) Design of FIR Filter Based On FPGA Using Windowing Techniques
- (2005) Design of Elliptic, Butterworth, Chebyshev I And Chebyshev II IIR Filters Using FPGA
- (2005) Design of Digital Electronic Lock Using PIC Microcontroller
- (2005) Design of Digital Communication System Simulator For Educational Purpose (Modulator)
- (2005) Design of A Vision System For A Robot With TMS320F2812 DSP
- (2005) Design of A Robot Vision System (Hardware)
- (2005) Design of A MC6809 Microprocessor Based Education System
- (2005) Design of A FPGA Chip To Interface With MC6809 Microprocessor
- (2005) Classification of Car Number Plates Using Neural Network
- (2004) Simulation And Hardware Implementation of A Digital Communication Training Kit (Modulator)
- (2004) PC-Based Position Tracking System Position Tracking System
- (2004) Digital Signal Processing Applications Using TMS320F2812 Processor
- (2004) Design of IIR Digital Filter Using FPGA
- (2004) Design of FIR Filter Using FPGA
- (2004) Design of A Vision System For A Walking Robot
- (2004) Design of An Application Based On TMS320F2812 DSP
- (2004) Design of A Development System Based On The MC6809 Microprocessor
- (2003) Design of MC6809 Microprocessor Board Design of Robotic Vision System Design of PIC-Based System
TEACHING
Master
- (2010) Digital Signal Processing for Communications (Kxgt6103)
- (2006) Digital Signal Processing for Communications (Kxgt6103)
- (2005) Digital Signal Processing for Communications (Kxgt6103)
Bachelor
- (2010) Digital Signal Processing(Keee4314)
- (2010) Advanced Micr/Signal Processors (Keee4415)
- (2009) Digital Signal Processing(Keee4314)
- (2009) Microprocessor System (Keee3233)
- (2008) Digital Signal Processing (Keee4314)
- (2008) Microprocessor System (Keee3233)
- (2007) Advanced Micro/Signal Processors (Keee4415)
PATENT/IPR
- Method and System for Measuring a Composition in a Blood Fluid. Patent Filed in EuropePatent (International)
- US Patent Application - Method and System for Measuring a Composition in a Blood Fluid. Publication date: 12/30/2010 Assignee: Glucostat Pte LtdPatent (International)
- Method and System for Measuring a Composition in a Blood Fluid. Patent granted in SingaaporePatent (International)
SOCIAL RESPONSIBILITY ACTIVITIES
- Member of The Disciplinary Committee, Football Association of Malaysia, (01 Sep 2017 - 01 Sep 2021)
- A Member of Malaysian Badminton Coaching Panel from 2000- 2002., (01 Feb 2000 - 31 Jan 2002)