1. Hanwang Zhang 1, Zheng-Jun Zha 2, Yang Yang 1, Shuicheng Yan 1, Yue Gao 1, Tat-Seng Chua 1 1: National University of Singapore 2: Institute of Intelligent Machines, Chinese Academy of Sciences

2. 1/33

3. 2/33

4. 3/33

5. 4/33

6. 5/33

7. 6/33

8. 7/33

9. 8/33

10. 9/33

11. 10/33

12. 11/33

13. 12/33 Leg Skin Leg Tail

14. 13/33

15. 14/33

16. 15/33

17. 16/33 C

18. 17/33 c + + + _ + _

19. 18/33

20. 19/33 D. Parikh, K. Graman. “Interactively Building a Discriminative Vocabulary of Nameable Attributes”, CVPR 2011.

21. 20/33

22. 21/33

23. 22/33

24. 23/33

25. 24/33

26. 25/33 cchild(c) IcIc candidate images

27. 26/33

28. 27/33 MethodfVisualfSemantichVisualhBilinearA 2 SH Time (ms)1.18 x 10 4 3.62 x 10 3 7.42 x 10 2 4.47 x 10 2 70.6 Effective! Efficient!

29. 28/33 fVisual hBilinear A 2 SH matched semantically similar

30. 29/33

31. 30/33 Zhang et al. “Attribute Feedback”, MM 2012

32. 31/33 MethodA 2 SHHFQPMSVM MAP@200.250.220.21

33. 32/33 QPM HF A 2 SH initial matched semantically similar

34. 33/33

36. base selected

37. confusion matrix

40. 0.93

41. 0.92 0.77