Recognition and localization of relevant human behavior in videos

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 8711, Issue , 2013, Pages

  Bouma, Henri ^a   Burghouts, Gertjan ^a   Penning, Leo De ^a   Hanckmann, Patrick ^a   Ten Hove, Johan Martijn ^a   Korzec, Sanne ^a   Kruithof, Maarten ^a   Landsmeer, Sander ^a   Van Leeuwen, Coen ^a   Van Den Broek, Sebastiaan ^a   Halma, Arvid ^a   Den Hollander, Richard ^a   Schutte, Klamer ^a  

^a TNO   (Netherlands)

Author keywords

Action recognition; Artificial intelligence; Computer vision; Image retrieval; Visual intelligence

Indexed keywords

ACTION RECOGNITION; AGENT-BASED ARCHITECTURE; GROUND SURVEILLANCE; HUMAN ASSETS; HUMAN BEHAVIORS; PERSISTENT SURVEILLANCE; VISUAL INTELLIGENCE;

ARTIFICIAL INTELLIGENCE; COMPUTER VISION; IMAGE RETRIEVAL; MILITARY OPERATIONS; NATIONAL SECURITY; SENSORS;

SECURITY SYSTEMS;

EID: 84881058556     PISSN: 0277786X     EISSN: 1996756X     Source Type: Conference Proceeding    
DOI: 10.1117/12.2015877     Document Type: Conference Paper

References (49)

1. Agarwal, P., Kumar, S., Ryde, J., Corso, J., Krovi, V., "An optimization based framework for human pose estimation in monocular videos, " LNCS 7431, 575-586 (2012).
2. Banerjee, P., Nevatia, R., "Pose based activity recognition using Multiple Kernel learning, " ICPR, 445-448 (2012).
3. Barbu, A., Bridge, A., Coroian, D., e.a., "Large-scale automatic labeling of video events with verbs based on event-participant interaction, " arXiv 1204 3616, (2012).
4. Barbu, A., Bridge, A., Burchill, Z., "Video in sentence out, " Conf. Uncertainty in Artificial Intelligence UAI, (2012).
5. Barbu, A., Michaux, A., Narayanaswamy, S., Siskind, J.M., "Simultaneous object detection, tracking, and event recognition, " arXiv 1204 2741, (2012).
6. Bouma, H., Hanckmann, P., Marck, J.W., Penning, L., Hollander, R., Hove, J.M., Broek, S.P., Schutte, K., Burghouts, G., "Automatic human action recognition in a scene from visual inputs, " Proc. SPIE 8388, (2012).
7. Bouma, H., Rajadell, O., Worm, D., Versloot, C., Wedemeijer, H., "On the early detection of threats in the real world based on open-source information on the internet, " Int. Conf. Information Technologies and Security ITSEC, (2012).
8. Bouma, H., Borsboom, S., Hollander, R. den, Landsmeer, S., Worring, M., "Re-identification of persons in multi-camera surveillance under varying viewpoints and illumination, " Proc. SPIE 8359, (2012).
9. Breiman, L., "Random forests, " Machine Learning 45(1), 5-32 (2001).
10. Burghouts, G.J., Bouma, H., Hollander, R.J.M. den, Broek, S.P. van den, Schutte, K., "Recognition of 48 human behaviors from video, " Int. Symp. Optronics in Defense and Security OPTRO, (2012).
11. Burghouts, G.J., Schutte, K., "Correlations between 48 human actions improve their detection, " Int. Conf. Pattern Recognition ICPR, (2012).
12. Burghouts, G.J., Schutte, K., Bouma, H., Hollander, R.J.M., "Selection of negative samples and two-stage combination of multiple features for action detection in thousands of videos, " Machine Vision and Applications, (2013).
13. Burghouts, G.J., Hove, J.-M. ten, Broek, S.P. van den, "Spatio-temporal saliency for retrieval of complex human actions from videos, " submitted, (2013).
14. Burghouts, G.J., Penning, L. de, Kruithof, M., Hanckmann, P., Hove, J.M. ten, Landsmeer, J.-M., Broek, S.P. van den, Hollander, R., Leeuwen, C. van, Korzec, S., Bouma, H., Schutte, K., "A search engine for retrieval and inspection of events with 48 human actions in realistic videos, " Int. Conf. Pattern Recognition Applications and Methods ICPRAM, (2013).
15. Burghouts, G.J., Schutte, K., "Spatio-temporal layout of human actions for improved bag-of-words action detection, " Pattern Recognition Letters, (2013).
16. Burghouts, G.J., "Soft-assignment random-forest for discriminative representation of human actions in videos, " Int. J. Pattern Recognition and Artificial Intelligence, (2013).
17. Chaquet, J., Carmona, E., Fernandez-Caballero, A., "A survey of video datasets for human action and activity recognition, " CVIU, (2013).
18. Cohn, A., Renz, J., Sridhar, M., "Thinking inside the box: a comprehensive spatial representation for video analysis, " Proc. Int. Conf. Principles of Knowledge Representation and Reasoning, (2012).
19. Fay, M.P., "Enabling imagination through story alignment, " M.Sc. thesis MIT, (2012).
20. Geller, T., "Seeing is not enough, " Communications of the ACM 54(10), 15-16 (2011).
21. Hanckmann, P., Schutte, K., Burghouts, G.J., "Automated textual descriptions for a wide range of video events with 48 human actions, " ECCV workshop on Video Event Categorization, Tagging and Retrieval, (2012).
22. Huang, C., Yeh, Y., Wang, Y., "Recognizing actions across cameras by exploring the correlated subspace, " ECCV, (2012).
23. Izadinia, H., Ramakrishna, V., Kitani, K., Huber, D., "Multi-pose multi-target tracking for activity understanding, " IEEE Workshop on Appl. of Computer Vision, 385-290 (2013).
24. Jiang, Y., Bhattacharya, S., Chang, S., Shah, M., "High-level event recognition in unconstrained videos, " Int. J. Multimedia Information Retrieval, (2012).
25. Junejo, I., Dexter, E., Laptev, I., Perez, P., "View-independent action recognition from temporal selfsimilarities, " PAMI, (2011).
26. Kerr, W., Tran, A., Cohen, P., "Activity recognition with finite state machines, " Proc. Int. Joint Conf. Artificial Intelligence IJCAI, (2011).
27. Khan, F.M., Singh, V., Nevatia, R., "Simultaneous inference of activity, pose and object, " IEEE Appl. Computer Vision, 281-288 (2012).
28. Laptev, I., "On space-time interest points, " Int. J. Computer Vision IJCV 64, 107-123 (2005).
29. Leeuwen, C. van, Halma, A., Schutte, K., "Anomalous human behavior detection: an adaptive approach, " Proc. SPIE 8745, (2013).
30. Liu, H., Feris, R., Sun, M., "Benchmarking human activity recognition, " CVPR tutorial, (2012).
31. Moosmann, F., Nowak, E., Jurie, F., "Randomized clustering forests for image classification, " IEEE Trans. PAMI 30(9), 1632-1646 (2006).
32. Natarajan, P., Nevatia, R., "Hierarchical multi-channel hidden semi Markov graphical models for activity recognition, " CVIU, (2012).
33. O'Hara, S., Draper, B., "Scalable action recognition with a subspace forest, " CVPR, 1210-1217 (2012).
34. O'Hara, S., Liu, Y., Draper, B., "Using a product manifold distance for unsupervised action recognition, " Image and vision computing 30(3), 206-216 (2012).
35. Oltramari, A., Lebiere, C., "Knowledge in action: Integrating cognitive architectures and ontologies, " New trends of research in ontologies and lexical resources, 135-154 (2013).
36. Penning, H.L.H. de, Hollander, R.J.M. den, Bouma, H., Burghouts, G.J., d'Avila Garcez, A.S., "A neuralsymbolic cognitive agent with a Mind's Eye, " AAAI Neural-Symbolic Learning and Reasoning NeSy, (2012).
37. Ramakrishna, V., Kanade, T., Sheikh, Y., "Reconstructing 3D human pose from 2D image landmarks, " Europ. Conf. Computer Vision ECCV, (2012).
38. Ranasinghe, N., Shen, W., "Autonomous surveillance tolerant to interference, " LNCS 7429, 73-83 (2012).
39. Sadanand, S., Corso, J., "Action bank: a high-level representation of activity in video, " CVPR, (2012).
40. Saenko, K., Packer, B., Chen, C., e.a., "Mid-level features improve recognition of interactive activities, " Tech. Report UC Berkeley USA, (2012).
41. Schutte, K., Bomhof, F., Burghouts, G., Diggelen, J. van, Hiemstra, P., Hof, J., Kraaij, W., Pasman, H., Smith, A., Versloot, C., Wit, J. de, "GOOSE: Semantic search on internet connected sensors, " SPIE 8758, (2013).
42. Song, H., Zickler, S, Althoff, T., "Sparselet models for efficient multiclass object detection, " ECCV, (2012).
43. Truyen, T., Bui, H., and Venkatesh, S., "Human activity learning and segmentation using partially hidden discriminative models, " HAREM, 87-95 (2005).
44. Wu, X., Jia, Y., "View-invariant action recognition using latent kernelized structural SVM, " ECCV, (2012).
45. Xiong, C., Corso, J., "Coaction discovery: segmentation of common actions across multiple videos, " Int. Workshop Multimedial Data Mining, (2012).
46. Xu, C., Xiong, C., Corso, J., "Streaming hierarchical video segmentation, " ECCV, (2012).
47. Xu, R., Agarwal, P., Kumar, S., e.a. "Combining skeletal pose with local motion for human activity recognition, " AMDO LNCS 7378, 114-123 (2012).
48. Yao, B., Fei-Fei, L., "Action recognition with exemplar based 2.5D graph matching, " ECCV, 173-186 (2012).
49. Yu, G., Yuan, J., Liu, Z., "Propagative Hough voting for human activity recognition, " ECCV, 693-706 (2012).