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    1. ??????????? ???: ??? ? ?:?????

    2. ?? ???? ?????? ?????? ????????

    3. ???? ????????????????????“??NLP???????”(????:2006AA01Z197)?

    4. ???? ????????????/???? ????????(Flickr, Picasa) ??????(Google, Baidu, Picsearch)

    5. ?????????

    6. ????

    7. ????

    8. ????

    9. ???????

    10. ???????

    11. ???? ???? ???????? ?????? ?????? ?????? ???????

    12. ????????

    13. Vailaya 6????? ???? ?????? Chang ????,SVM??? ?? 3??? 3??????? SVM??? Torralba ???8000??32*32???,??????????

    14. ??????(??)

    15. ??????(??)

    16. ????

    17. Dense Harris-Laplace Hessian-Laplace Harris Hessian Edge-Laplace Haar-Hessian DoG( Difference of Gaussian) Patch SIFT gradient location and orientation histogram (GLOH) shape context steerable filters moment invariants SURF

    18. State of Art?? ??????(K-Means,GMM,VQ,pLSA) ????????(Distance Metric Learning, Kernel Methods(PMK,EMD) ) ?????(Random Forest/Ferns,SVM) ?????????(Spatial Pyramid, ABS-pLSA,TSI-pLSA,LDA(Fei-Fei) ) ???????(Anna Bosch)

    19. ????? ????????(bag)??,???????????(instance)?????????,?????????????;????????,????????????? ??: Maron-Diverse Density Andrew - Mi-SVM??MI-SVM Chen - DD-SVM??MILES Qi -DD-SVM?? ???-MIML??(Multi-Instance Multi-Label)

    20. ?????? ?????(SVM)?????? ???????????

    21. SVM??????

    22. ?????

    24. Evaluation

    26. ???????????

    27. ????

    28. ???? ?? ???Reward-Punishment?? ????gi ??????????Reward?Punishment ???gi??,??????? ?? ??????gi ????gi=t/N

    29. ??

    30. ????

    34. ??????,?????????? ??????????? ?????????? ??????????????? Internet??????

    35. ??????????? ????????? ??????? ?????

    36. ?????????? Filter?? ????: ??????????(5000-10000) ???????????????????

    37. ??????????????? Kernel Methods Gaussian, ?2 ,Histogram Intersection ?????????????????????

    38. Internet?????? ???????????: ???????? ???????????????????? ????: ???? ?????????? ??????????????? ???????????

    39. ?????? 2006?9?-2007?7?:??????,??????????????? 2007?9?-2008?6?:?????????????,?????????? 2008?8?-2008?12?: ?????????????????,?????????? 2009?1?-2009?5?:????????????,?????????? 2009?6?-2009?12?:???????????,???????? 2010?1?-2010?4?:???????????,?????? 2010?5?-2010?7?:????

    40. ?????? ???????????,??????:Caltech101 80% Caltech256 45% Corel??90% ??????????,????????????????50%??

    43. ?????????????? ???:Caltech 101, Caltech 256, Corel?????, MIT CBCL, PASCAL???? LabelME ????????? ???????????:?????,??????,?????,SIFT??? ?????????libsvm?

    44. ??????????? ???????????????? ?????????? ??????????

    45. ?????? De-Yuan Zhang, Bing-Quan Liu, Xiao-Long Wang, Li-Juan Wang. Image Classification by Combining Multiple SVMS. International Conference on Machine Learning and Cybernetics(ICMLC)

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