DocumentCode
2260100
Title
Violence Detection in Movies with Auditory and Visual Cues
Author
Lin, Jian ; Sun, Yi ; Wang, Weiqiang
Author_Institution
Sch. of Inf. Sci. & Eng., Grad. Univ. of Chinese Acad. of Sci., Beijing, China
fYear
2010
fDate
11-14 Dec. 2010
Firstpage
561
Lastpage
565
Abstract
In this paper, we present a novel method to detect violent scenes in movies. The detection process involves two views-audio and video views. For the audio view, a supervised method based on HCRFs is exploited to improve the classification performance. For the video view, we detect violent shots by locating the violent areas. Finally, the auditory and visual classifiers are combined in a co-training way. The experimental results on several movies with violent contents preliminarily show the effectiveness of our method.
Keywords
audio signal processing; object detection; pattern classification; video signal processing; HCRF supervised method; auditory classifier; auditory detection; hidden conditional random field; violent scene detection; visual classifier; visual detection; HCRF; audio-view; co-training; videoview; violent shots detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence and Security (CIS), 2010 International Conference on
Conference_Location
Nanning
Print_ISBN
978-1-4244-9114-8
Electronic_ISBN
978-0-7695-4297-3
Type
conf
DOI
10.1109/CIS.2010.128
Filename
5696344
Link To Document