Title :
An Innovative Tempo Model for Movie Content Analysis
Author :
Liu, Anan ; Yang, Zhaoxuan ; Wu, Jiapeng ; Zhang, Yongdong ; Li, Jintao
Author_Institution :
Tianjin Univ., Tianjin
Abstract :
The paper presents a novel tempo model for movie content analysis. We originally propose that tempo indicates the rhythm of both movie scenarios and human perception and focus on the low level features extraction to represent both aspects. By thoroughly analyzing them, we classify the factors of tempo into two sorts. The first is based on the film grammar and we use the low level features of shot length and camera motion to describe filmmaking by directors. The second is based on the human perception and the low level features of motion intensity, motion complexity, audio energy and audio pace are integrated for the formulation of information to describe the viewers´ emotional changes to continuously developing storyline. With both factors, tempo is defined and tempo flow plot is derived as the clue of storyline. Then we implement the tempo model for Action scene detection and build a system, SmartMovirPlayer, for hierarchical browse and edit with action concept annotation. The large-scale experiments demonstrate the effectiveness of the tempo model for movie content analysis.
Keywords :
audio signal processing; computational complexity; feature extraction; image motion analysis; video signal processing; SmartMovirPlayer; action concept annotation; audio energy; audio pace; camera motion; features extraction; hierarchical browse; human perception; low level features; motion complexity; motion intensity; movie content analysis; shot length; Cameras; Feature extraction; Humans; Laboratories; Large-scale systems; Layout; Motion pictures; Performance analysis; Rhythm; Technology planning;
Conference_Titel :
Networking, Sensing and Control, 2008. ICNSC 2008. IEEE International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-1-4244-1685-1
Electronic_ISBN :
978-1-4244-1686-8
DOI :
10.1109/ICNSC.2008.4525427