August - December 2019
Timings: 5.15 PM to 6.15 PM, Tuesday and Thursday
Venue: B 306, Second floor, Department of Electrical Engineering
Teaching assistants:
Siddarth Asokan (siddartha@iisc.ac.in)
Vinayak Killedar (vinayakkilledar@iisc.ac.in)
Kartheek Reddy (nareddyreddy@iisc.ac.in)
Course content:
Continuous image characterization, sampling and quantization, 2D Fourier transform and properties, continuous/discrete image processing, rotation, interpolation, image filtering (shift-invariant filters, bilateral filters, nonlocal means), spatial operators, morphological operators, edge detection, texture, 2-D transforms (discrete Fourier transform, discrete cosine transform, Karhunen-Loève transform, wavelet transform), image pyramid, image denoising, segmentation, restoration.
References:
Lim J. S., Two-dimensional signal and image processing, Prentice Hall, 1990.
Jain A. K., Fundamentals of digital image processing, Prentice Hall, 1989.
Gonzalez R. C. and Woods R. E., Digital image processing, Prentice Hall, 2008.
Dudgeon D.E. and Merserau R. M., Multidimensional digital signal processing, Prentice Hall Signal Processing Series, 1983.
Evaluation and Grading:
Sessionals (50 marks): Class Test 1 - 15 marks; Class Test 2 - 15 marks; Assignments - 20
Final (50 marks): Written part - 30 marks; Programming - 20 marks