Object, scene and actions: Combining multiple features for human action recognition

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6311 LNCS, Issue PART 1, 2010, Pages 494-507

  Ikizler Cinbis, Nazli ^a   Sclaroff, Stan ^a  

^a BOSTON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

LARGE DATASET;

DISCRIMINATIVE APPROACH; HUMAN ACTIONS; HUMAN BODIES; HUMAN-ACTION RECOGNITION; MULTIPLE FEATURES; MULTIPLE-INSTANCE LEARNING; OBJECT INFORMATION; YOUTUBE;

COMPUTER VISION;

EID: 78149348487     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15549-9_36     Document Type: Conference Paper

References (31)

1. Ali, S., Shah, M.: Human action recognition in videos using kinematic features and multiple instance learning. IEEE TPAMI 32(2) (2010)
2. Andrews, S., Tsochantaridis, I., Hofmann, T.: Support vector machines for multiple-instance learning. In: NIPS, pp. 561-568. MIT Press, Cambridge (2003)
3. Babenko, B., Yang, M.-H., Belongie, S.: Visual Tracking with Online Multiple Instance Learning. In: CVPR (2009)
4. Blank, M., Gorelick, L., Shechtman, E., Irani, M., Basri, R.: Actions as space-time shapes. In: ICCV (2005)
5. Chen, Y., Bi, J., Wang, J.Z.: Miles: Multiple-instance learning via embedded instance selection. IEEE TPAMI 28(12), 1931-1947 (2006) (Pubitemid 46405705)
6. Comaniciu, D., Ramesh, V., Meer, P.: Kernel-based object tracking. IEEE TPAMI 25(5), 564-575 (2003)
7. Dalal, N., Triggs, B.: Histograms of oriented gradients for human detection. In: CVPR, pp. 886-893 (2005)
8. Efros, A.A., Berg, A.C., Mori, G., Malik, J.: Recognizing action at a distance. In: ICCV '03, pp. 726-733 (2003)
9. Felzenszwalb, P., McAllester, D., Ramanan, D.: A discriminatively trained, multiscale, deformable part model. In: CVPR (2008)
10. Forsyth, D.A., Arikan, O., Ikemoto, L., O'Brien, J., Ramanan, D.: Computational studies of human motion: part 1, tracking and motion synthesis. Found. Trends. Comput. Graph. Vis. 1(2-3), 77-254 (2005)
11. Gehler, P.V., Nowozin, S.: On feature combination for multiclass object classification. In: ICCV (2009)
12. Gupta, A., Davis, L.S.: Objects in action:an approach for combining action understanding and object perception. In: CVPR (2007)
13. Han, D., Bo, L., Sminchisescu, C.: Selection and context for action recognition. In: ICCV (2009)
14. Hu, Y., Cao, L., Lv, F., Yan, S., Gong, Y., Huang, T.S.: Action detection in complex scenes with spatial and temporal ambiguities. In: ICCV (2009)
15. Huang, Y., Liu, Q., Metaxas, D.N.: Video object segmentation by hypergraph cut. In: CVPR (2009)
16. Ikizler, N., Forsyth, D.: Searching for complex human activities with no visual examples. IJCV 80(3) (2008)
17. Ikizler-Cinbis, N., Cinbis, R.G., Sclaroff, S.: Learning actions from the web. In: ICCV (2009)
18. Jhuang, H., Serre, T., Wolf, L., Poggio, T.: A biologically inspired system for action recognition. In: ICCV (2007)
19. Ke, Y., Sukthankar, R., Hebert, M.: Event detection in crowded videos. In: ICCV (2007)
20. Laptev, I., Marszalek, M., Schmid, C., Rozenfeld, B.: Learning realistic human actions from movies. In: CVPR (2008)
21. Liu, F., Gleicher, M.: Learning color and locality cues for moving object detection and segmentation. In: CVPR (2009)
22. Liu, J., Luo, J., Shah, M.: Recognizing realistic actions from videos "in the wild". In: CVPR (2009)
23. Maron, O., Ratan, A.L.: Multiple-instance learning for natural scene classification. In: ICML, pp. 341-349 (1998)
24. Marszalek, M., Laptev, I., Schmid, C.: Actions in context. In: CVPR (2009)
25. Mikolajczyk, K., Uemura, H.: Action recognition with motion-appearance vocabulary forest. In: CVPR (2008)
26. Moore, D.J., Essa, I., Hayes, M.H.: Exploiting human actions and object context for recognition tasks. In: ICCV (1999)
27. Niebles, J.C., Han, B., Ferencz, A., Fei-Fei, L.: Extracting moving people from internet videos. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part IV. LNCS, vol. 5305, pp. 527-540. Springer, Heidelberg (2008)
28. Oliva, A., Torralba, A.: Modeling the shape of the scene: a holistic representation of the spatial envelope. IJCV 42(3), 142-175 (2001) (Pubitemid 32680801)
29. Schuldt, C., Laptev, I., Caputo, B.: Recognizing human actions: A local svm approach. In: ICPR (2004)
30. Tran, D., Sorokin, A.: Human activity recognition with metric learning. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part I. LNCS, vol. 5302, pp. 548-561. Springer, Heidelberg (2008)
31. Vijayanarasimhan, S., Grauman, K.: Keywords to visual categories: Multiple-instance learning for weakly supervised object categorization. In: CVPR (2008)