ECE 547 - Topics in Image Processing

Summer 2009 | Fall 2009 | Spring 2010 | Summer 2010
Section Type Times Days Location Instructor
O DIS 1100 - 1220 T R   163 Everitt Lab  Minh Do

Web Page http://courses.ece.uiuc.edu/ece547/
Official Description Fundamental concepts, techniques, and directions of research in image processing. Topics include two-dimensional Fourier transform and filtering, image digitization, coding, restoration, reconstruction, analysis, and recognition. Same as CSE 543. Prerequisite: ECE 313 and ECE 410.
Hours 4 hours.
Subject Area Signal Processing
Course Prerequisites Credit in ECE 313
Credit in ECE 410
Course Directors Thomas S Huang
Description Examines fundamental concepts, techniques, and directions of research in image processing; topics include two-dimensional Fourier transform and filtering, image digitization, coding, restoration, reconstruction, analysis, and recognition.
Notes Same as CSE 543.
Credit 4 hours.
Topics
  • Image compression: subband coding and wavelets; fractals; 3D model-based coding
  • Image enhancement and restoration: order-statistics filters; projection on convex sets; EM; reconstruction from incomplete data
  • 3D motion analysis: rigid objects; articulate objects; nonrigid motion
  • Markov random fields: texture analysis
  • Morphology: image enhancement; edge detection; shape analysis
  • Optical image processing: 2D Fourier transform; linear filtering; nonlinear processing
  • Image/video databases: content-based and similarity-based indexing and retrieval; video segmentation and keyframe extraction
Course Prerequisites ECE 313 and ECE 410.
Texts T. S. Huang, Lectures on Image Processing (notes) and journal papers.