1. S. Mandayam/ DIP/ECE Dept./Rowan University Digital Image Processing ECE.09.452/ECE.09.552 Fall 2007 Shreekanth Mandayam ECE Department Rowan University http://engineering.rowan.edu/~shreek/fall07/dip/ Lecture 7 November 5, 2007

2. S. Mandayam/ DIP/ECE Dept./Rowan UniversityPlan Digital Image Restoration Recall : Linear Algebraic Restoration Unconstrained (Inverse Filter, Pseudoinverse Filter) Constrained (Wiener Filter, Kalman Filter) Lab 3: Digital Image Restoration Discussion: Final Project

3. S. Mandayam/ DIP/ECE Dept./Rowan University DIP: Details

4. S. Mandayam/ DIP/ECE Dept./Rowan University Restoration Model f(x,y) Degradation Model f(x,y) Restoration Filter Unconstrained Constrained Inverse Filter Pseudo-inverse Filter Wiener Filter demos/demo5blur_invfilter/

5. S. Mandayam/ DIP/ECE Dept./Rowan UniversityApproach demos/demo5blur_invfilter/ f(x,y) Build degradation model Formulate restoration algorithms f(x,y) Analyze using algebraic techniques Implement using Fourier transforms g = h*f + n g = Hf + n W -1 g = DW -1 f + W -1 n f = H -1 g F(u,v) = G(u,v)/H(u,v)

6. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation & Restoration Examples: Gonzalez & Woods Atmospheric Turbulence Model

7. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation & Restoration Examples: Gonzalez & Woods Example 5.11: Inverse Filtering

8. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation & Restoration Examples: Gonzalez & Woods Example 5.12: Wiener Filtering

9. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation & Restoration Examples: Gonzalez & Woods Example 5.10: Planar Motion Model

10. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation & Restoration Examples: Gonzalez & Woods Example 5.13: Inverse and Wiener Filtering

11. S. Mandayam/ DIP/ECE Dept./Rowan University Lab 3: Digital Image Restoration http://engineering.rowan.edu/~shreek/fall07/dip/lab3.html

12. S. Mandayam/ DIP/ECE Dept./Rowan University Final Project

13. S. Mandayam/ DIP/ECE Dept./Rowan UniversitySummary