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ECE 613

Image Processing and Visual Communication

Graduate

Winter 2025

Topics

  • Course Description
  • Digital image and video processing Intensity transformations for image enhancement; spatial domain linear filtering; frequency domain linear filtering; nonlinear image filtering; image sampling and interpolation ; motion and digital video processing.
  • Image analysis and understanding Edge detection; image segmentation; energy preserving and energy compaction; principle component analysis and independent component analysis; sparse representations ; wavelet and multiresolution image analysis; non-linear image analysis.
  • Statistical and perceptual image modeling and processing Spatial domain image statistics; Fourier domain statistical image models; wavelet domain statistical image models; Markov random field models; computational models of the human visual system; perceptual image quality assessment and processing ; data -driven and learning - based image processing algorithms.
  • Visual communications: compression, quality, streaming, robustness and scalability Video compression and standards; quality-of-service and quality- of-experience; adaptive video streaming; error resilient visual coding and communications; scalable image and video coding and communications.
Winter 2024

Topics

  • Course Description
  • Digital image and video processing Intensity transformations for image enhancement; spatial domain linear filtering; frequency domain linear filtering; nonlinear image filtering; image sampling and interpolation; motion and digital video processing.
  • Image analysis and understanding Edge detection; image segmentation ; energy preserving and energy compaction; principle component analysis and independent component analysis; sparse representations ; wavelet and multiresolution image analysis; non-linear image analysis.
  • Statistical and perceptual image modeling and processing Spatial domain image statistics; Fourier domain statistical image models; wavelet domain statistical image models; Markov random field models; computational models of the human visual system; perceptual image quality assessment and processing ; data -driven and learning - based image processing algorithms.
  • Visual communications: compression, quality, streaming, robustness and scalability Video compression and standards; quality -of-service and quality -of-experience; adaptive video streaming; error resilient visual communications; multiple descriptive coding; scalable image and video coding and communications.

Readings

  • Handbook of Image and Video Processing, Bovik Ed., 2nd Edition, Academic Press, 2005.
    2nd Edition · recommended
  • Digital Image Processing, Gonzalez and Woods, 4th Edition, 2017.
    4th Edition · recommended
  • 3) Recent research papers found through se arch engines and public reservoirs, such as Google Scholar, ieeexplore.ieee.org, www.webofknowledge.com, arxiv.org, researchgate.net
    unspecified
Fall 2018 · Image Processing and Visual Communications

Readings

  • Handbook of Image and Video Processing
    2nd Edition · unspecified
  • Digital Image Processing
    2nd Edition · unspecified
  • Digital Image Processing with MATLAB
    unspecified
  • Digital Video Processing
    unspecified
  • Digital Video Image Quality and Perceptual Coding
    unspecified
  • Modern Image Quality Assessment
    unspecified
  • No required textbook. Electronic copies of lecture notes/slides will be provided. Additional reference books and materials include:
    unspecified
  • IEEE Signal Processing Magazine
    unspecified
Sources