Introduction

1. Advanced seminar: Visual Object Recognition Dr. Lior Wolf School of Computer Science , Tel Aviv University

2. Credit: www . scholastic . com

5. Street scene understanding Watch Out! Probably Hanging Out Credit: Stan Bileschi, CBCL

6. Face detection Credit: Intel Technology Journal, Volume 09, Issue 01

7. Face identification Credit: www . security - lab . com

8. Image categorization Images courtesy of Mobileye

9. Pose estimation Credit: Thomas Izo, CSAIL

10. Motion recognition Ballet turn: Input video: Output: The “Birmingham Royal Ballet” Credit: Eli Shechtman and Michal Irani

12. An image is an array of pixels Credit: H. Joel Trussell, Eli Saber, and Michael Vrhel

13. Pixels can be manipulated I I>100 Conv2(I,[-1 1]) For more on image convolution, please google: “ image convolution gamedev”

14. Template matching Credit: F. Patin, gamedev.net

15. Fourier Transform Credit: R. Fisher, S. Perkins, A. Walker and E. Wolfart.

19. Classification Credit: B. Heisele, Y. Ivanov, T. Poggio

20. Challenges: Too many to list..

21. Challenges 1: view point variation Michelangelo 1475-1564 slide by Fei Fei, Fergus & Torralba

22. Challenges 2: illumination slide credit: S. Ullman

23. Challenges 3: occlusion Magritte, 1957 slide by Fei Fei, Fergus & Torralba

24. Challenges 4: scale slide by Fei Fei, Fergus & Torralba

25. Challenges 5: deformation Xu, Beihong 1943 slide by Fei Fei, Fergus & Torralba

26. Challenges 6: background clutter Klimt, 1913 slide by Fei Fei, Fergus & Torralba

27. Challenges 7: object intra-class variation slide by Fei-Fei, Fergus & Torralba

28. Challenges 8: local ambiguity slide by Fei-Fei, Fergus & Torralba

29. Challenges 9: the world behind the image Credit: A. Efros