National Institute of Technology Rourkela

राष्ट्रीय प्रौद्योगिकी संस्थान राउरकेला

ଜାତୀୟ ପ୍ରଯୁକ୍ତି ପ୍ରତିଷ୍ଠାନ ରାଉରକେଲା

An Institute of National Importance

Syllabus

Course Details

Subject {L-T-P / C} : EC6617 : Signal and Image Processing { 3-0-0 / 3}

Subject Nature : Theory

Coordinator : Prof. Sukadev Meher

Syllabus

Signal Processing
Fundamental: Basics of discrete time sequences, convolution, correlation, time domain and frequency domain analysis of LTI system.
Discrete Fourier Transform: Properties and Applications, Analysis using DFT, Fast Fourier Transform Algorithms: FFT algorithms and Applications.
Digital Filter Design: Design of FIR and IIR filters.

Image Processing
Image Enhancement in Spatial Domain: Some basic gray level transformations, Histogram processing, Smoothing and Sharpening spatial filters.
Image Enhancement in Frequency Domain: The basics of filtering in the frequency domain, Image smoothing and sharpening using frequency domain filters, Homomorphic filtering.
Color Image Processing: Color fundamentals, Color models, Pseudo-color processing, Basics of full-color image processing.
Image Compression: Image compression models, Some Basic Compression Methods.
Image Segmentation: Detection of discontinuities, Edge linking and boundary detection, Thresholding, Region based segmentation.

Course Objectives

  • To understand basics of signal and systems
  • To analyze and design FIR and IIR filters
  • To get familiarized with image formation and image filtering techniques

Course Outcomes

After completion of this course, a student will be able: <br />1) To understand the basics of signals and systems and image processing systems <br />2) To analyze signals and systems and image processing systems <br />3) To design FIR and IIR filters for 1-D signals <br />4) To design spatial domain and frequency domain filters for image processing applications <br />5) To carry out research in the field of signal and image processing.

Essential Reading

  • J. G. Proakis and D. G. Manolakis, Digital Signal Processing: Principles Algorithms and Applications, Pearson Education , 4th edition, 2014
  • R. C. Gonzalez and R. E. Woods, Digital Image Processing, Pearson Education , 4th edition, 2018

Supplementary Reading

  • S. K. Mitra, Digital Signal Processing: A computer based approach, TMH , 2013
  • A. K. Jain, Fundamentals of Digital Image Processing, Pearson Education , 2015