IT822

Course Name: 

Blind Signal and Image Processing (IT822)

Programme: 

M.Tech (IT)

Category: 

Elective Courses (Ele)

Credits (L-T-P): 

(3-0-0) 3

Content: 

Introduction to Blind Signal and Image Processing: Principal Component analysis (PCA), Blind Source Separation (BSS) and Independent Component Analysis (ICA), BSS of Instantaneous and Convolutive Mixtures, Sequential Blind Signal Extraction, Robust BSS/ICA with noisy data; Learning Algorithms for Estimation of Sources; Applications: Audio, Speech, Image and Biomedical Signal Processing; Research Trends.

References: 

A.Cichocki, S. Amari, Adaptive Blind Signal and Image Processing: Learning Algorithms & Applications, John Wiley, 2002
Hyvarinen, J. Karhunen, E. Oja, Independent Component Analysis, John Wiley, 2001
C S. Roberts, R. Everson, Independent Components Analysis: Principles and Practice, Cambridge University Press, 2001
A. S. Bregman, Auditory Scene Analysis”, MIT Press, 2nd Edition, 1999
Handbook on Speech Processing and Speech Communication, Springer, 2007.

Department: 

Information Technology
 

Contact us

G. Ram Mohana Reddy

Professor and Head,
Department of Information Technology, NITK, Surathkal,
P. O. Srinivasnagar, Mangalore - 575 025
Karnataka, India.
Ph.:    +91-824-2474056
Email:  infotech[AT]nitk[DOT]ac[DOT]in
            infotech[AT]nitk[DOT]edu[DOT]in

Sowmya Kamath S (Web Admin)

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