Title :
Simultaneous Gesture Segmentation and Recognition based on Forward Spotting Accumulative HMMs
Author :
Song, Jinyoung ; Kim, Daijin
Author_Institution :
Dept. of Comput. & Commun. Eng., POSTECH, Pohang
Abstract :
In this paper, we propose a forward spotting scheme that executes gesture segmentation and recognition simultaneously by detecting start point. By using competitive differential observation probability, sliding window and accumulative HMMs, we apply the proposed method to recognize the upper-body gestures for controlling the curtains and lights in a smart home environment
Keywords :
gesture recognition; hidden Markov models; image segmentation; probability; accumulative HMM; competitive differential observation probability; forward spotting; gesture recognition; gesture segmentation; sliding window; smart home environment; Delay effects; Face detection; Face recognition; Feature extraction; Forward contracts; Hidden Markov models; Humans; Lighting control; Pattern recognition; Smart homes;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.1056