Boosting with temporal consistent learners: An application to human activity recognition

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

Volumn 4841 LNCS, Issue PART 1, 2007, Pages 464-475

  Ribeiro, Pedro Canotilho ^a   Moreno, Plinio ^a   Santos Victor, José ^a  

^a INSTITUTO SUPERIOR TÉCNICO   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA STRUCTURES; DECISION MAKING; OPTIMIZATION; PROBLEM SOLVING;

BOOSTING ALGORITHM; CONSISTENT LEARNERS; HUMAN ACTIVITY RECOGNITION;

COMPUTER VISION;

EID: 38149117067     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-76858-6_46     Document Type: Conference Paper

References (10)

1. Viola, P., Jones, M., Snow, D.: Detecting pedestrians using patterns of motion and appearance. International Journal of Computer Vision (2), 153-161 (2005)
2. Dietterich, T.G., Ashenfelter, A., Bulatov, Y.: Training conditional random fields via gradient tree boosting. In: Proceedings of the ICML 2004, NY, USA, p. 28 (2004)
3. Efros, A.A., Berg, A.C., Mori, G., Malik, J.: Recognizing action at a distance. In: Proceedings of the ICCV 2003, p. 726. IEEE Computer Society Press, Los Alamitos (2003)
4. Friedman, J., Hastie, T., Tibshirani, R.: Additive logistic regression: a statistical view of boosting. Annals of Statistics 28(2), 337-407 (2000)
5. Smith, P., da Vitoria Lobo, N., Shah, M.: Temporalboost for event recognition. In: Proceedings ICCV 2005, vol. 1, pp. 733-740 (2005)
6. Freund, Y., Schapire, R.E.: Experiments with a new boosting algorithm. In: International Conference on Machine Learning, pp. 148-156 (1996)
7. Torralba, A., Murphy, K., Freeman, W.: Sharing visual features for multiclass and multiview object detection. IEEE Transactions on PAMI 29(5), 854-869 (2007)
8. http://homepages.inf.ed.ac.uk/rbf/CAVIAR/
9. Ribeiro, P., Santos-Victor, J.: Human activities recognition from video: modeling, feature selection and classification architecture. In: BMVC Workshop on HAREM (2005)
10. Pla, F., Ribeiro, P.C., Santos-Victor, J., Bernardino, A.: Extracting motion features for visual human activity representation. In: Marques, J.S., Pérez de la Blanca, N., Pina, P. (eds.) IbPRIA 2005. LNCS, vol. 3522, Springer, Heidelberg (2005)