1. S. Mandayam/ DIP/ECE Dept./Rowan University Digital Image Processing ECE.09.452/ECE.09.552 Fall 2009 Shreekanth Mandayam ECE Department Rowan University http://engineering.rowan.edu/~shreek/fall09/dip/ Lecture 6 October 19, 2009

2. S. Mandayam/ DIP/ECE Dept./Rowan UniversityPlan Digital Image Restoration Recall: Environmental Models Image Degradation Model Image Restoration Model Point Spread Function (PSF) Models Linear Algebraic Restoration Unconstrained (Inverse Filter, Pseudoinverse Filter) Constrained (Wiener Filter, Kalman Filter) Continue Lab 2

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

4. S. Mandayam/ DIP/ECE Dept./Rowan University Image Preprocessing Enhancement Restoration Spatial Domain Spectral Domain Point Processing >>imadjust >>histeq Spatial filtering >>filter2 Filtering >>fft2/ifft2 >>fftshift Inverse filtering Wiener filtering

5. S. Mandayam/ DIP/ECE Dept./Rowan University Enhancement vs. Restoration “Better” visual representation Subjective No quantitative measures Remove effects of sensing environment Objective Mathematical, model dependent quantitative measures

6. S. Mandayam/ DIP/ECE Dept./Rowan University Degradation Model f(x,y) h(x,y) g(x,y) n(x,y)  Degradation Model: g = h*f + n demos/demo5blur_invfilter/ demos/demo5blur_invfilter/degrade.m

7. 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/

8. 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)

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

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

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

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

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

14. S. Mandayam/ DIP/ECE Dept./Rowan University Lab 3: Degradation Models and Digital Image Restoration http://engineering.rowan.edu/~shreek/fall09/dip/lab3.html

15. S. Mandayam/ DIP/ECE Dept./Rowan University Class on Oct 26 At the South Jersey Tech Park, www.sjtechpark.org, (On Rt 322-W at the Rt. 55 interchange) www.sjtechpark.org Guest Lecture by George Lecakes: Modeling and Visualization for Virtual Reality Includes demo of the CAVE®

16. S. Mandayam/ DIP/ECE Dept./Rowan University Class on Nov 2 Continue Lab Project 3 http://engineering.rowan.edu/~shreek /fall09/dip/lab3.htmlhttp://engineering.rowan.edu/~shreek /fall09/dip/lab3.html

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