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About Sparse Theory and Applications
                                                                                                Workshop Highlights
The sparse representation theory states that most natural signals can be
compactly expressed as a linear combination of a few elementary signals in some           •   Introduction to Linear Algebra
representation matrix. Therefore, sparse representation has become an
invaluable tool as compared to direct time-domain and transform-domain signal             •   Importance of Mathematics in Engineering
processing methods. Recently, the theory of sparse representation and l1-norm             •   Signal Transforms (Fourier, DCT, Wavelet)                                      First National Workshop on
minimization problem is widely applied in a variety of application areas such as          •   Optimization Algorithms
audio/image/video processing tasks (compression, denoising, deblurring,
inpainting, and superresolution), speech and object recognition, signal detection         •   Sparse Theory and Dictionary Learning                             Sparse Image & Signal Processing
and classification, face recognition, array processing, blind source separation,          •   Compressive Sensing and Imaging
time-delay estimation, sensor networks, cognitive radios, data acquisition,               •   Single Pixel Camera and 1-bit Sampling
                                                                                                                                                                (Focus: Sparse Theory, MATLAB & LATEX)
solution of partial differential equations, and so on. Each of these applications
demands a design of an efficient and flexible representation matrix, which is
referred to as dictionary in the sparse theory. The sparse representation from
                                                                                          •
                                                                                          •
                                                                                              What are the Open Research Problems?
                                                                                              Medical Signal and Image Processing
                                                                                                                                                                                      (SISP-2011)
redundant dictionaries may provide better ways to reveal/capture the structures           •   Hyperspectral Image Analysis                                                             23-26 December, 2011
and also offers better performance in signal modeling and classification problems.
The compressive sensing is a new DSP technique in data acquisition theory.
                                                                                          •   Speech and Underwater Acoustic Signals
                                                                                          •   Sparse Channel Estimation                                                                      Organized By
                                                                                          •   Distributed Compressive Video Sensing                                        Centre for Excellence in
                                                                                          •   Sparse Image Processing (denoising,
 About CEN                                                                                    deblurring, inpainting, pattern recognition,
                                                                                                                                                                  Computational Engineering and Networking
                                                                                              and compression)
 The Centre for Excellence in Computational Engineering and Networking (CEN)
 is actively involved in research in the board areas of Machine Learning, Image
 Processing, Biomedical Signal Processing, Graphics Processing Unit (GPU)                Signal/Image Features and Classifiers
                                                                                                                                                                 Last Date for Registration: 15-12-2011
 Computing, Software Defined Radio, and Natural Language Processing. The
 centre has published more than 120 research papers in reputed peer reviewed
 journals and international IEEE conferences. The Center offers two M.Tech
                                                                                          • Feature Extraction Methods                                   Objectives of the Workshop:
 degree programs (Computational Engineering and Networking, and Remote                    • Supervised and Un-supervised Classifiers
 Sensing and Wireless Sensor Networks). Nine research students are pursuing               • Importance of Gold Standard Database for                     The main focus of this workshop is to provide an opportunity for a multidisciplinary group
 PhD degree in the field of Machine Translation for Indian Languages,                       Research Works                                               of academic and industry researchers, scientists, mathematicians, leading engineers,
 Biomedical Signal Processing and Kernel Methods. Many signal processing and                                                                             professionals, scholar students to exchange and share their latest research, and new
 NLP tools have been developed at the Center. Ongoing and completed                       • Summary of Standard BioSignal , Speech, and
                                                                                                                                                         ideas in the areas of sparse signal representations, optimization algorithms, and
 research projects at the center are: Machine translation system (MHRD),                    Medical and Non-Medical Databases                            applications of compressive sensing (CS). The SISP covers theory of sparse recovery and
 Factored SMT (CDAC-Pune), Source Code Plagiarism (DIT), Remote Sensing                   • Performance Metrics for Validating                           optimizations, and also gives you a comprehensive understanding of MATALB Toolboxes
 Applications (ISRO), Video Summarization and Annotation (ADRIN), SVM-
 based Target Classification (NPOL).                                                        Algorithms                                                   (Basic, Signal and Image Processing). The participants will be trained to prepare research
                                                                                                                                                         papers, thesis, and PPT slides in Latex.


 Resource Persons:                                                                        MATLAB & LATEX Training
                                                                                          •   Implementation of Algorithms in MATLAB                     Registration Form is available @         http://www.nlp.amrita.edu:8080/sisp/
                                                                                          •   GUI Preparation
 Dr. K.R. Ramakrishnan, IISc. Bangalore                                                   •   Research Ethics
                                                                                                                                                         Limited seat is available. Please confirm your participation through mail.
 Dr. S. R. M. Prasanna, IIT Guwahati                                                      •   Training for Preparing a Paper, Thesis , and
                                                                                              PPT slides in Latex                                        Registration Fee:                               Course fee includes:
 Dr. K. Rajamani, GE Research
                                                                                                                                                         • Student: 600                                  •   Food and Accommodation
 Dr. Muralikrishna, NPOL, DRDO, Kochi                                                Address for Correspondence:                                         • Faculty: 1000                                 •   Printed Copy of Text Book on
                                                                                                                                                                                                             Sparse Signal processing (500
 Dr. A. Unnikrishnan, NPOL, DRDO, Kochi                                              The coordinator                                                     • Industry: Rs. 1500                                pages)
                                                                                     1st National Workshop on Sparse Image and Signal Processing
                                                                                                                                                         Filled up registration form are to be sent      •   Databases (in-house) created for
 Dr. K. P. Soman                                                                     Center for Excellence in Computational Engineering and Networking
                                                                                                                                                                                                             our research works in the field of
                                                                                     Amrita School of Engineering, Amrita Vishwa Vidyapeetham            along with the DD for course material fee
                                                                                                                                                                                                             Biometric, Speech, OCR, Transient
 Dr. M. Sabarimalai Manikandan                                                       Amrita Nagar (P.O.), Ettimadai, Coimbatore -641112, Tamilnadu.      drawn in favor of AMRITA CEN payable at
                                                                                                                                                                                                             Signal Analysis
                                                                                     Mobile: 9843428800/9994329496/9486221489                            Coimbatore.
                                                                                                                                                                                                         •   Software Packages Created @ CEN
                                                                                     E-mail: sispcen@gmail.com

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Workshop on sparse image and signal processing

  • 1. About Sparse Theory and Applications Workshop Highlights The sparse representation theory states that most natural signals can be compactly expressed as a linear combination of a few elementary signals in some • Introduction to Linear Algebra representation matrix. Therefore, sparse representation has become an invaluable tool as compared to direct time-domain and transform-domain signal • Importance of Mathematics in Engineering processing methods. Recently, the theory of sparse representation and l1-norm • Signal Transforms (Fourier, DCT, Wavelet) First National Workshop on minimization problem is widely applied in a variety of application areas such as • Optimization Algorithms audio/image/video processing tasks (compression, denoising, deblurring, inpainting, and superresolution), speech and object recognition, signal detection • Sparse Theory and Dictionary Learning Sparse Image & Signal Processing and classification, face recognition, array processing, blind source separation, • Compressive Sensing and Imaging time-delay estimation, sensor networks, cognitive radios, data acquisition, • Single Pixel Camera and 1-bit Sampling (Focus: Sparse Theory, MATLAB & LATEX) solution of partial differential equations, and so on. Each of these applications demands a design of an efficient and flexible representation matrix, which is referred to as dictionary in the sparse theory. The sparse representation from • • What are the Open Research Problems? Medical Signal and Image Processing (SISP-2011) redundant dictionaries may provide better ways to reveal/capture the structures • Hyperspectral Image Analysis 23-26 December, 2011 and also offers better performance in signal modeling and classification problems. The compressive sensing is a new DSP technique in data acquisition theory. • Speech and Underwater Acoustic Signals • Sparse Channel Estimation Organized By • Distributed Compressive Video Sensing Centre for Excellence in • Sparse Image Processing (denoising, About CEN deblurring, inpainting, pattern recognition, Computational Engineering and Networking and compression) The Centre for Excellence in Computational Engineering and Networking (CEN) is actively involved in research in the board areas of Machine Learning, Image Processing, Biomedical Signal Processing, Graphics Processing Unit (GPU) Signal/Image Features and Classifiers Last Date for Registration: 15-12-2011 Computing, Software Defined Radio, and Natural Language Processing. The centre has published more than 120 research papers in reputed peer reviewed journals and international IEEE conferences. The Center offers two M.Tech • Feature Extraction Methods Objectives of the Workshop: degree programs (Computational Engineering and Networking, and Remote • Supervised and Un-supervised Classifiers Sensing and Wireless Sensor Networks). Nine research students are pursuing • Importance of Gold Standard Database for The main focus of this workshop is to provide an opportunity for a multidisciplinary group PhD degree in the field of Machine Translation for Indian Languages, Research Works of academic and industry researchers, scientists, mathematicians, leading engineers, Biomedical Signal Processing and Kernel Methods. Many signal processing and professionals, scholar students to exchange and share their latest research, and new NLP tools have been developed at the Center. Ongoing and completed • Summary of Standard BioSignal , Speech, and ideas in the areas of sparse signal representations, optimization algorithms, and research projects at the center are: Machine translation system (MHRD), Medical and Non-Medical Databases applications of compressive sensing (CS). The SISP covers theory of sparse recovery and Factored SMT (CDAC-Pune), Source Code Plagiarism (DIT), Remote Sensing • Performance Metrics for Validating optimizations, and also gives you a comprehensive understanding of MATALB Toolboxes Applications (ISRO), Video Summarization and Annotation (ADRIN), SVM- based Target Classification (NPOL). Algorithms (Basic, Signal and Image Processing). The participants will be trained to prepare research papers, thesis, and PPT slides in Latex. Resource Persons: MATLAB & LATEX Training • Implementation of Algorithms in MATLAB Registration Form is available @ http://www.nlp.amrita.edu:8080/sisp/ • GUI Preparation Dr. K.R. Ramakrishnan, IISc. Bangalore • Research Ethics Limited seat is available. Please confirm your participation through mail. Dr. S. R. M. Prasanna, IIT Guwahati • Training for Preparing a Paper, Thesis , and PPT slides in Latex Registration Fee: Course fee includes: Dr. K. Rajamani, GE Research • Student: 600 • Food and Accommodation Dr. Muralikrishna, NPOL, DRDO, Kochi Address for Correspondence: • Faculty: 1000 • Printed Copy of Text Book on Sparse Signal processing (500 Dr. A. Unnikrishnan, NPOL, DRDO, Kochi The coordinator • Industry: Rs. 1500 pages) 1st National Workshop on Sparse Image and Signal Processing Filled up registration form are to be sent • Databases (in-house) created for Dr. K. P. Soman Center for Excellence in Computational Engineering and Networking our research works in the field of Amrita School of Engineering, Amrita Vishwa Vidyapeetham along with the DD for course material fee Biometric, Speech, OCR, Transient Dr. M. Sabarimalai Manikandan Amrita Nagar (P.O.), Ettimadai, Coimbatore -641112, Tamilnadu. drawn in favor of AMRITA CEN payable at Signal Analysis Mobile: 9843428800/9994329496/9486221489 Coimbatore. • Software Packages Created @ CEN E-mail: sispcen@gmail.com