ECE 558 - Digital Imaging

Summer 2009 | Fall 2009 | Spring 2010 | Summer 2010
Web Page http://courses.ece.uiuc.edu/ece558
Subject Area Signal Processing
Course Prerequisites Credit in ECE 410
Credit in ECE 313
Course Directors Farzad Kamalabadi
Description Multidimensional signals, convolution, transforms, sampling, and interpolation; design of two-dimensional digital filters; sensor array processing and range-doppler imaging; applications to synthetic aperture radar, optics, tomography, radio astronomy, and beam-forming sonar; image estimation from partial data.
Credit 4 hours
Topics
  • Multidimensional signal theory: multidimensional signals, convolution, transforms, sampling, and interpolation; design of two-dimensional digital filters; fast algorithms for multidimensional convolution, DFT, corner turning, Fourier transforms in optics and antennas
  • Sensor array processing and imaging: ambiguity function, range-Doppler radar, reconstruction of signals from projections, tomography, synthetic aperture radar, radio astronomy, beam forming sonar
  • Image estimation: image reconstruction from partial data; phase retrieval, deblurring
Course Prerequisites ECE 313 and ECE 410.
Texts

R. E. Blahut, "Theory of Remote Image Formation", Cambridge University Press, 2005.