Title :
Speaker identification in time-sequential images based on movements of lips
Author :
Meng Yingjie ; Hu Yingjie ; Zhang Haiyan ; Wang Xianlong
Author_Institution :
Sch. of Inf. Sci. & Eng., Lanzhou Univ., Lanzhou, China
Abstract :
The extraction of biological symbol feature decided the recognition effect in speaker identification. Because the traditional feature extraction of lips based on single static image neglected the movement of lips in speaking, a method of speaker identification in time-sequential images based on movements of lips was proposed. Firstly, feature information of each frame in time-sequential of videos was extracted. Secondly, HMM models of movements of lips of speakers were constructed and trained. Finally, compared probability between observed symbol sequence and HMM models of database to identify the speaker. The experiments indicated that the algorithm was well done in feasibility and effectiveness and had good recognition effect.
Keywords :
feature extraction; hidden Markov models; image motion analysis; image sequences; speaker recognition; HMM models; biological symbol feature extraction; lips movements; speaker identification; speaker recognition; time-sequential images; video frame; Data mining; Feature extraction; Heuristic algorithms; Hidden Markov models; Lips; Mouth; Shape; Gabor wavelet transform; HMM; identification; time-sequential images;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-180-9
DOI :
10.1109/FSKD.2011.6019829