Abstract
Recent advances in pattern recognition has allowed computer scientists and psychologists to jointly address automatic analysis of of human behavior via computers. The Workshop on Human Behavior Understanding at the International Conference on Pattern Recognition explores a number of different aspects and open questions in this field, and demonstrates the multi-disciplinary nature of this research area. In this brief summary, we give an overview of the Workshop and discuss the main research challenges.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Nicolini, C., Lepri, B., Teso, S., Passerini, A.: From on-going to complete activity recognition exploiting related activities. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 26–37. Springer, Heidelberg (2010)
Phithakkitnukoon, S., Horanont, T., Di Lorenzo, G., Shibasaki, R., Ratti, C.: Activity-aware map: Identifying human daily activity pattern using mobile phone data. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 14–25. Springer, Heidelberg (2010)
Eagle, N., Pentland, A.: Reality mining: sensing complex social systems. Personal and Ubiquitous Computing 10(4), 255–268 (2006)
Altun, K., Barshan, B.: Human activity recognition using inertial/magnetic sensor units. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 38–51. Springer, Heidelberg (2010)
Jain, R.: Understanding macroscopic human behavior. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, p. 13. Springer, Heidelberg (2010)
Gavrila, D.: The Visual Analysis of Human Movement: A Survey. Computer Vision and Image Understanding 73(1), 82–98 (1999)
Wang, L., Hu, W., Tan, T.: Recent developments in human motion analysis. Pattern Recognition 36(3), 585–601 (2003)
Isard, M., Blake, A.: Condensation-conditional density propagation for visual tracking. International Journal of Computer Vision 29(1), 5–28 (1998)
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)
Ahmad, M., Lee, S.W.: Variable silhouette energy image representations for recognizing human actions. Image and Vision Computing 28(5), 814–824 (2010)
Hahn, M., Quronfuleh, F., Woehler, C., Kummert, F.: 3d mean-shift tracking and recognition of working actions. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 101–112. Springer, Heidelberg (2010)
Richarz, J., Fink, G.A.: Feature representations for the recognition of 3D emblematic gestures. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 113–124. Springer, Heidelberg (2010)
Ali, S., Shah, M.: Human action recognition in videos using kinematic features and multiple instance learning. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(2), 288–303 (2010)
Kehl, R., Gool, L.: Markerless tracking of complex human motions from multiple views. Computer Vision and Image Understanding 104(2-3), 190–209 (2006)
Moeslund, T., Hilton, A., Krüger, V.: A survey of advances in vision-based human motion capture and analysis. Computer Vision and Image Understanding 104(2-3), 90–126 (2006)
Laptev, I., Marszalek, M., Schmid, C., Rozenfeld, B.: Learning realistic human actions from movies. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 1–8 (2008)
Laptev, I.: On space-time interest points. International Journal of Computer Vision 64(2), 107–123 (2005)
Gorelick, L., Blank, M., Shechtman, E., Irani, M., Basri, R.: Actions as space-time shapes. IEEE Transactions on Pattern Analysis and Machine Intelligence 29(12), 2247–2253 (2007)
Dollar, P., Rabaud, V., Cottrell, G., Belongie, S.: Behavior recognition via sparse spatio-temporal features. In: 2nd Joint IEEE Int. Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, pp. 65–72 (2005)
Rius, I., Gonzà les, J., Varona, J., Roca, X.: Action-specific motion prior for efficient Bayesian 3D human body tracking. Pattern Recognition 42(11), 2907–2921 (2009)
Laptev, I.: Recognizing human action in the wild. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, p. 87. Springer, Heidelberg (2010)
Ryoo, M., Aggarwal, J.: Hierarchical recognition of human activities interacting with objects. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 1–8 (2007)
Poppe, R.: A survey on vision-based human action recognition. Image and Vision Computing 28(6), 976–990 (2010)
Gao, Z., Chen, M.Y., Hauptmann, A., Cai, A.: Comparing evaluation protocols on the KTH dataset. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 88–100. Springer, Heidelberg (2010)
Schuldt, C., Laptev, I., Caputo, B.: Recognizing human actions: A local SVM approach. In: International Conference on Pattern Recognition, vol. 3, pp. 32–36. IEEE Computer Society, Los Alamitos (2004)
Vinciarelli, A., Pantic, M., Bourlard, H.: Social signal processing: Survey of an emerging domain. Image and Vision Computing 27(12), 1743–1759 (2009)
Poggi, I., D’Errico, F.: Dominance signals in debates. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 163–174. Springer, Heidelberg (2010)
D’Errico, F., Leone, G., Poggi, I.: Types of help in the teacher’s multimodal behavior. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 125–139. Springer, Heidelberg (2010)
Lepri, B., Kalimeri, K., Pianesi, F.: Honest signals and their contribution to the automatic analysis of personality traits - a comparative study. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 140–150. Springer, Heidelberg (2010)
John, O., Srivastava, S.: The Big Five Trait Taxonomy: History, Measurement, and Theoretical Perspectives. In: Pervian, L., John, O. (eds.) Handbook of personality: theory and research. The Guilford Press, New York (1999)
Pfister, T., Robinson, P.: Speech emotion classification and public speaking skill assessment. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 151–162. Springer, Heidelberg (2010)
Ozkan, D., Morency, L.P.: Concensus of self-features for nonverbal behavior analysis. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 75–86. Springer, Heidelberg (2010)
Ekman, P., Rosenberg, E.: What the face reveals: Basic and applied studies of spontaneous expression using the Facial Action Coding System (FACS). Oxford University Press, USA (2005)
Mehrabian, A.: Nonverbal communication. Aldine (2007)
Zeng, Z., Pantic, M., Roisman, G., Huang, T.: A survey of affect recognition methods: Audio, visual, and spontaneous expressions. IEEE Transactions on Pattern Analysis and Machine Intelligence 31(1), 39–58 (2009)
Salah, A., Sebe, N., Gevers, T.: Communication and automatic interpretation of affect from facial expressions. In: Affective Computing and Interaction: Psychological, Cognitive and Neuroscientific Perspectives. IGI Global (to appear)
Yücel, Z., Salah, A.: Head pose and neural network based gaze direction estimation for joint attention modeling in embodied agents. In: Proc. 31st Annual Conference of Cognitive Science Society (2009)
Cinar Akakin, H., Sankur, B.: Spatiotemporal-Boosted DCT Features for Head and Face Gesture Analysis. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 64–74. Springer, Heidelberg (2010)
Utsumi, Y., Iwai, Y., Ishiguro, H.: Face tracking and recognition considering the camera’s field of view. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 52–63. Springer, Heidelberg (2010)
Ong, S., Ranganath, S.: Automatic sign language analysis: A survey and the future beyond lexical meaning. IEEE Transactions on Pattern Analysis and Machine Intelligence 27(6), 873–891 (2005)
Aarts, E., Encarnação, J.: True visions: The emergence of ambient intelligence. Springer, Heidelberg (2006)
Crowley, J., Coutaz, J., Bérard, F.: Perceptual user interfaces: things that see. Communications of the ACM 43(3), 54–64 (2000)
Crowley, J.: Context driven observation of human activity. In: Aarts, E., Collier, R.W., van Loenen, E., de Ruyter, B. (eds.) EUSAI 2003. LNCS, vol. 2875, pp. 101–118. Springer, Heidelberg (2003)
Guesgen, H., Marsland, S.: Spatio-temporal reasoning and context awareness. In: Handbook of Ambient Intelligence and Smart Environments, pp. 609–634 (2010)
Pentland, A.: Looking at people: Sensing for ubiquitous and wearable computing. IEEE Transactions on Pattern Analysis and Machine Intelligence 22(1), 107–119 (2000)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2010 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (2010). Challenges of Human Behavior Understanding. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds) Human Behavior Understanding. HBU 2010. Lecture Notes in Computer Science, vol 6219. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-14715-9_1
Download citation
DOI: https://doi.org/10.1007/978-3-642-14715-9_1
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-14714-2
Online ISBN: 978-3-642-14715-9
eBook Packages: Computer ScienceComputer Science (R0)