Chih-Wei Fang and Jenn-Jier James Lien , Member, IEEE

1. Rapid Image Completion System UsingMultiresolution Patch-Based Directionaland Nondirectional Approaches Chih-Wei Fang and Jenn-Jier James Lien, Member, IEEE

2. I.INTRODUCTION Removing these objects from the foreground leaves holes in the photograph * Training process * Image completion process

3. II. TRAINING PROCESS A. Multiresolution Preprocessing • The background regions in each image are denoted as and are defined as • The foreground Fi regions are defined as L : down-sampled times αi : inverse mattes (1 or 0)

4. II. TRAINING PROCESS B. Patch-Based Eigenspace Creation Based on Total M O-shape Patterns Associated With Levels 1 to L K = 2ω ( Wp + Hp ) – 4ω ×ω

5. II. TRAINING PROCESS B. Patch-Based Eigenspace Creation Based on Total M O-shape Patterns Associated With Levels 1 to L 2009/12/16 5

6. II. TRAINING PROCESS B. Patch-Based Eigenspace Creation Based on Total M O-shape Patterns Associated With Levels 1 to L 2009/12/16 6

7. II. TRAINING PROCESS C. Weight Vector Creation by Projecting Corresponding O-Shape Pattern Onto First N Eigenvectors P : k -dimensional O-shape pattern vector O ( O = ( O1,O2….Ok ) )轉置 2009/12/16 7

8. III. REPLACED A. Level L: Synthesis Value Initialization • the composite image Ci Ii is the original image Ii is the synthesized image.

9. III. REPLACED • B. Levels L-1 to 0 : HMDV V for Directional and Nondirectional Image Completion Processes • The Hessian matrix decision value (HMDV) V : ε = 0.0001 λ: Hessian matrix

10. 1) Level L-1 : Directional Image Completion Process for Synthesis of Texture Structure (>= threshold) 2) Levels L-1 to 1: Nondirectional Image Completion Process for Synthesis of Detailed Features III. REPLACED • B. Levels L-1 to 0 : HMDV for Directional and Nondirectional Image Completion Processes 2009/12/16 10

11. IV. RESULT

12. IV. RESULT .

13. IV. RESULT . 2009/12/16 13

14. IV. RESULT