3. 4/99Super-Resolution2 Super-resolution

4. 4/99Super-Resolution3 Out Line

5. 4/99Super-Resolution4 Simulate Creation Process of Target Images  Creation of Y k images

6. 4/99Super-Resolution5 Simulate Creation Process of Target Images (Cont.) 

7. 4/99Super-Resolution6 Simulate Creation Process of Target Images (Cont.)

8. 4/99Super-Resolution7 Creation of Y k Images from Source Image

9. 4/99Super-Resolution8 The Super-resolution Problem as Quadratic Problem

10. 4/99Super-Resolution9 Steepest-Descent Algorithm

11. 4/99Super-Resolution10 Restoration Results of Steepest-Descent Algorithm

12. 4/99Super-Resolution11 Enhanced Steepest-Descent Algorithm 

13. 4/99Super-Resolution12 Enhanced Steepest-Descent Algorithm (Cont.) 

14. 4/99Super-Resolution13 Enhanced Steepest-Descent Algorithm (Cont.) 

15. 4/99Super-Resolution14 Enhanced Steepest-Descent Algorithm (Cont.)

16. 4/99Super-Resolution15 The Normalized SD algorithm

17. 4/99Super-Resolution16 Restoration Results of NSD Algorithm

18. 4/99Super-Resolution17 Conjugate Gradient Algorithm 

19. 4/99Super-Resolution18 Conjugate Gradient Algorithm (Cont.)

20. 4/99Super-Resolution19 Comparison of CG vs. NSD 

21. 4/99Super-Resolution20 Comparison of CG vs. NSD (Cont.) 

22. 4/99Super-Resolution21 Comparison of CG vs. NSD (Cont.)

23. 4/99Super-Resolution22 Regularization

24. 4/99Super-Resolution23 Regular Regularization

25. 4/99Super-Resolution24 Regularization Results for Various Values of

26. 4/99Super-Resolution25 Comparison Between CG and NSD Including Regularization

27. 4/99Super-Resolution26 Adaptive Regularization

28. 4/99Super-Resolution27 W Matrix 

29. 4/99Super-Resolution28 W Matrix (Cont.)

30. 4/99Super-Resolution29 Motion Estimation

31. 4/99Super-Resolution30 Motion Estimation Implementation as Iterative Algorithm

32. 4/99Super-Resolution31 Input Images

33. 4/99Super-Resolution32 Final Results 

34. 4/99Super-Resolution33 Final Results (Cont.) 

35. 4/99Super-Resolution34 Final Results (Cont.)

36. 4/99Super-Resolution35 Aliasing Effect The Original ImageSampled ImageThe Restored Image The Original Image Sampled ImageThe Restored Image 

37. 4/99Super-Resolution36 Aliasing Effect (Cont.) The Original ImageSampled Image The Restored Image

38. 4/99Super-Resolution37 Summing