Title :
Extraction of Hand Gestures with Adaptive Skin Color Models and Its Applications to Meeting Analysis
Author :
Xiong, Yingen ; Fang, Bing ; Quek, Francis
Author_Institution :
Center for Human Comput. Interaction, Virginia Polytech. Inst. & State Univ., Blacksburg, VA
Abstract :
We present an adaptive skin color model for hand gesture tracking which is applied to cross-modal analysis of planning meetings. We build a skin color model with the Gaussian distribution and a skin color filter for each participant in meetings. By combining with the vector coherence mapping (VCM) algorithm, we track hand motion and obtain 3D trajectories. The hand gesture stream is extracted from hand motion trajectories. Different skin color models are created for different people to handle the differences of skin color. We update each model dynamically to adapt changes of environments. A parallel system has been implemented to track and extract hand motion trajectories. Examples of hand motion gesture tracking in meeting environments are provided. The applications of the adaptive skin color model can increase the speed of hand tracking
Keywords :
Gaussian distribution; feature extraction; gesture recognition; image colour analysis; image motion analysis; optical filters; 3D trajectories; Gaussian distribution; VCM algorithm; adaptive skin color models; cross-modal analysis; hand gesture extraction; hand motion tracking; planning meeting; skin color filter; vector coherence mapping; Color; Gaussian distribution; Humans; Image databases; Image motion analysis; Meeting planning; Optical filters; Skin; Tracking; Trajectory;
Conference_Titel :
Multimedia, 2006. ISM'06. Eighth IEEE International Symposium on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7695-2746-9
DOI :
10.1109/ISM.2006.75