Action-reaction: Forecasting the dynamics of human interaction

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

Volumn 8695 LNCS, Issue PART 7, 2014, Pages 489-504

  Huang, De An ^a   Kitani, Kris M ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; OPTIMAL CONTROL SYSTEMS; REINFORCEMENT LEARNING; TOPOLOGY;

ACTIVITY FORECASTING; COMPUTATIONAL SYSTEM; HIGH DIMENSIONAL SPACES; HIGH-DIMENSIONAL; HUMAN ACTIVITIES; HUMAN INTERACTIONS; OPTIMAL CONTROL PROBLEM; REACTION SEQUENCES;

FORECASTING;

EID: 84906334196     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-10584-0_32     Document Type: Conference Paper

References (27)

1. Bellman, R.: A Markovian decision process. Journal of Mathematics and Mechanics 6(5), 679-684 (1957)
2. Cao, Y., Barrett, D.P., Barbu, A., Narayanaswamy, S., Yu, H., Michaux, A., Lin, Y., Dickinson, S.J., Siskind, J.M., Wang, S.: Recognize human activities from partially observed videos. In: CVPR (2013)
3. Comaniciu, D., Ramesh, V., Meer, P.: Real-time tracking of non-rigid objects using mean shift. In: CVPR (2000)
4. Comaniciu, D., Meer, P.: Mean shift: A robust approach toward feature space analysis. IEEE Trans. Pattern Anal. Mach. Intell. 24(5), 603-619 (2002)
5. Cover, T.M., Hart, P.E.: Nearest neighbor pattern classification. IEEE Transactions in Information Theory IT-13(1), 21-27 (1967)
6. Dalal, N., Triggs, B.: Histograms of oriented gradients for human detection. In: CVPR (2005)
7. Dragan, A.D., Lee, K.C.T., Srinivasa, S.S.: Legibility and predictability of robot motion. In: ACM/IEEE International Conference on Human-Robot Interaction (2013)
8. Gaur, U., Zhu, Y., Song, B., Chowdhury, A.K.R.: A "string of feature graphs" model for recognition of complex activities in natural videos. In: ICCV (2011)
9. Kitani, K.M., Ziebart, B.D., Bagnell, J.A., Hebert, M.: Activity forecasting. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part IV. LNCS, vol. 7575, pp. 201-214. Springer, Heidelberg (2012)
10. Koppula, H.S., Saxena, A.: Anticipating human activities using object affordances for reactive robotic response. In: RSS (2013)
11. Kovar, L., Gleicher, M., Pighin, F.: Motion graphs. In: SIGGRAPH 2002 Conference Proceedings. Annual Conference Series, pp. 473-482. ACM Press/ACM SIGGRAPH (2002)
12. Lee, J., Chai, J., Reitsma, P.S.A., Hodgins, J.K., Pollard, N.S.: Interactive control of avatars animated with human motion data. ACM Trans. Graph. 21(3), 491-500 (2002)
13. Lee, Y., Wampler, K., Bernstein, G., Popovic, J., Popovic, Z.: Motion fields for interactive character locomotion. ACM Trans. Graph. 29(6), 138 (2010)
14. Levine, S., Wang, J.M., Haraux, A., Popovic, Z., Koltun, V.: Continuous character control with low-dimensional embeddings. ACM Trans. Graph. 31(4), 28 (2012)
15. McCann, J., Pollard, N.S.: Responsive characters from motion fragments. ACM Trans. Graph. 26(3), 6 (2007)
16. Ng, A.Y., Russell, S.: Algorithms for inverse reinforcement learning. In: ICML (2000)
17. Nguyen, M.H., la Torre, F.D.: Max-margin early event detectors. In: CVPR (2012)
18. Ormoneit, D., Sen, S.: Kernel based reinforcement learning. Machine Learning 49(2-3), 161-178 (2002)
19. Rabiner, L.R., Juang, B.H.: An introduction to hidden Markov models. ASSP Magazine (1986)
20. Ryoo, M.S., Aggarwal, J.K.: UT-Interaction Dataset, ICPR contest on Semantic Description of Human Activities (SDHA) (2010), http://cvrc.ece.utexas. edu/SDHA2010/Human-Interaction.html
21. Ryoo, M.S., Aggarwal, J.K.: Spatio-temporal relationship match: Video structure comparison for recognition of complex human activities. In: ICCV (2009)
22. Ryoo, M.S.: Human activity prediction: Early recognition of ongoing activities from streaming videos. In: ICCV (2011)
23. Safonova, A., Hodgins, J.K.: Construction and optimal search of interpolated motion graphs. ACM Trans. Graph. 26(3), 106 (2007)
24. Treuille, A., Lee, Y., Popovic, Z.: Near-optimal character animation with continuous control. ACM Trans. Graph. 26(3), 7 (2007)
25. Yun, K., Honorio, J., Chattopadhyay, D., Berg, T.L., Samaras, D.: Two-person interaction detection using body-pose features and multiple instance learning. In: CVPRW (2012)
26. Zhang, Y., Liu, X., Chang, M.-C., Ge, W., Chen, T.: Spatio-temporal phrases for activity recognition. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part III. LNCS, vol. 7574, pp. 707-721. Springer, Heidelberg (2012)
27. Ziebart, B., Maas, A., Bagnell, J., Dey, A.: Maximum entropy inverse reinforcement learning. In: AAAI (2008)