ECE 547 - Topics in Image Processing

Semesters Offered

Official Description

Fundamental concepts, techniques, and directions of research in image processing: two-dimensional Fourier transform and filtering, image digitization, coding, restoration, reconstruction, analysis, and recognition. Course Information: Same as CSE 543. Prerequisite: ECE 310 and ECE 313.

Subject Area

Signal Processing

Course Director

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.

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

Detailed Description and Outline

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

Same as CSE 543.

Texts

T. S. Huang, Lectures on Image Processing (notes) and journal papers.

Last updated

2/13/2013