Advanced Topics in Digital Image Processing
Objectives
Provide the students with advanced knowledge of digital image processing and GPU processing.
General characterization
Code
10513
Credits
6.0
Responsible teacher
André Teixeira Bento Damas Mora
Hours
Weekly - 4
Total - 56
Teaching language
Português
Prerequisites
Available soon
Bibliography
Gonzalez, R., & Woods, R. (2007). Digital Image Processing - third edition. Prentice-Wall.
Munshi, A., Gaster, B., Mattson, T. G., & Ginsburg, D. (2011). OpenCL Programming Guide (p. 648). Pearson Education. Retrieved from http://books.google.com/books?id=M-Sve_KItQwC&pgis=1
Scarpino, M. (2011). OpenCL in Action: How to Accelerate Graphics and Computation (p. 434). Manning Publications Company.
Teaching method
Available soon
Evaluation method
Available soon
Subject matter
Image compression techniques (Huffman coding and JPEG compression)
- Discrete cosine transform
Frequency domain image enhancement
- 2D Fourier Transform
Image restoration or refocusing
- Wiener Filtering
Image Segmentation
- Watershed Transform
- Gradient Path Labeling
Hough and Radon Transforms
Pattern Recognition
- Template Matching
- Viola-Jones Algorithm
- Histogram of Oriented Gradients (HOG)
Watermarking
High Speed Image
Thermal Imaging
GPU Image Processing - OpenCL
- OpenCL Architecture
- Optimization
Programs
Programs where the course is taught: