Fusion of single view soft k-NN classifiers for multicamera human action recognition

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

Volumn 6077 LNAI, Issue PART 2, 2010, Pages 436-443

  Cilla, Rodrigo ^a   Patricio, Miguel A ^a   Berlanga, Antonio ^a   Molina, Jose M ^a  

^a UNIVERSIDAD CARLOS III DE MADRID   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

BELIEF MEASURES; CAMERA VIEW; CLASSIFIER FUSION; DATA SETS; DESCRIPTORS; FINAL DECISION; HUMAN-ACTION RECOGNITION; K-NN CLASSIFIER; LOW LEVEL; MULTI-CAMERAS; STATE OF THE ART;

ARTIFICIAL INTELLIGENCE; BAYESIAN NETWORKS; CAMERAS; GESTURE RECOGNITION; INFERENCE ENGINES;

CLASSIFIERS;

EID: 77954614586     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-13803-4_54     Document Type: Conference Paper

References (18)

1. Lavee, G., Rivlin, E., Rudzsky, M.: Understanding Video Events: A Survey of Methods for Automatic Interpretation of Semantic Occurrences in Video. IEEE Transactions on Systems, Man and Cybernetics - Part C: Applications and Reviews 39(5), 489-504 (2009)
2. Robertson, N., Reid, I.: A general method for human activity recognition in video. Computer Vision and Image Understanding 104(2-3), 232-248 (2006) (Pubitemid 44573871)
3. Cilla, R., Patricio, M., Belanga, A., Molina, J.: Non-supervised discovering of user activities in visual sensor networks for ambient intelligence applications. In: 2nd International Symposium on Applied Sciences in Biomedical and Communication Technologies, ISABEL 2009, November 2009, pp. 1-6 (2009)
4. Marszalek, M., Laptev, I., Schmid, C.: Actions in context. In: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, Miami, USA (2009)
5. Bishop, C., et al.: Pattern recognition and machine learning. Springer, New York (2006)
6. Bobick, A., Davis, J.: The recognition of human movement using temporal templates. IEEE Transactions on Pattern Analysis and Machine Intelligence 23(3), 257-267 (2001) (Pubitemid 32286632)
7. Efros, A., Berg, A., Mori, G., Malik, J.: Recognizing action at a distance. In: IEEE International Conference on Computer Vision, vol. 2, pp. 726-733 (2003)
8. Ribeiro, P., Santos-Victor, J.: Human activity recognition from video: modeling, feature selection and classification architecture. In: International Workshop on Human Activity Recognition and Modeling, HAREM (2005)
9. Tran, D., Sorokin, A., Forsyth, D.: 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)
10. Cao, D., Masoud, O., Boley, D., Papanikolopoulos, N.: Human motion recognition using support vector machines. Computer Vision and Image Understanding 113(10), 1064-1075 (2009)
11. Niebles, J., Wang, H., Fei-Fei, L.: Unsupervised learning of human action categories using spatial-temporal words. International Journal of Computer Vision 79(3), 299-318 (2008)
12. Oliver, N., Rosario, B., Pentland, A.: A Bayesian computer vision system for modeling human interactions. IEEE Transactions on Pattern Analysis and Machine Intelligence 22(8), 831-843 (2000)
13. Guerra-Filho, G., Aloimonos, Y.: A Language for Human Action. Computer 40(5), 42-51 (2007)
14. Quattoni, A., Wang, S., Morency, L., Collins, M., Darrell, T.: Hidden-state conditional random fields. IEEE Transactions on Pattern Analysis and Machine Intelligence (2007)
15. Cucchiara, R., Prati, A., Vezzani, R.: Making the home safer and more secure through visual surveillance. In: Symposium on Automatic detection of abnormal human behaviour using video processing of Measuring Behaviour, Wageningen, The Netherlands (2005)
16. Weinland, D., Ronfard, R., Boyer, E.: Free viewpoint action recognition using motion history volumes. Computer Vision and Image Understanding 104(2-3), 249-257 (2006)
17. Peng, B., Qian, G., Rajko, S.: View-Invariant Full-Body Gesture Recognition via Multilinear Analysis of Voxel Data. In: Third ACM/IEEE Conference on Distributed Smart Cameras (September 2009)
18. Srivastava, C., Iwaki, H., Park, J., Kak, A.C.: Distributed and Lightweight Multi-Camera Human Activity Classification. In: Third ACM/IEEE Conference on Distributed Smart Cameras (September 2009)