Course Websites
ECE 547 - Topics in Image Processing
Last offered Spring 2017
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.
Related Faculty
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.
Title | Section | CRN | Type | Hours | Times | Days | Location | Instructor |
---|---|---|---|---|---|---|---|---|
Topics in Image Processing | O | 65513 | DIS | 4 | 1100 - 1220 | T R | 3081 Electrical & Computer Eng Bldg | Alexander Schwing |