Title :
Vision-based tracking and interpretation of human leg movement for virtual reality applications
Author :
Chang, Chin-Chun ; Tsai, Wen-Hsiang
Author_Institution :
Dept. of Comput. & Inf. Sci., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fDate :
1/1/2001 12:00:00 AM
Abstract :
A vision-based system for tracking and interpreting leg motion in image sequences using a single camera is developed for a user to control his movement in the virtual world by his legs. Twelve control commands are defined. The trajectories of the color marks placed on the shoes of the user are used to determine the types of leg movement by a first-order Markov process. Then, the types of leg movement are encoded symbolically as input to Mealy machines to recognize the control command associated with a sequence of leg movements. The proposed system is implemented on a commercial PC without any special hardware. Because the transition functions of Mealy machines are deterministic, the implementation of the proposed system is simple and the response time of the system is short. Experimental results with a 14-Hz frame rate on 320×240 image resolution are included to prove the feasibility of the proposed approach
Keywords :
Markov processes; computer vision; finite automata; image colour analysis; image motion analysis; image sequences; microcomputer applications; tracking; video cameras; video signal processing; virtual reality; 14 Hz; Mealy machines; color marks trajectories; commercial PC; computer vision; control commands; deterministic transition functions; experimental results; first-order Markov process; frame rate; human leg movement; image resolution; image sequences; leg motion interpretation; leg motion tracking; response time; shoes; single camera; virtual reality applications; vision-based interpretation; vision-based system; vision-based tracking; Cameras; Color; Control systems; Footwear; Humans; Image sequences; Leg; Markov processes; Motion control; Tracking;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on