DocumentCode
863703
Title
Major Cast Detection in Video Using Both Speaker and Face Information
Author
Liu, Zhu ; Wang, Yao
Author_Institution
AT&T Labs, Middletown, NJ
Volume
9
Issue
1
fYear
2007
Firstpage
89
Lastpage
101
Abstract
Major casts, for example, the anchor persons or reporters in news broadcast programs and the principle characters in movies, play an important role in video, and their occurrences provide meaningful indices for organizing and presenting video content. This paper describes a new approach for automatically generating a list of major casts in a video sequence based on multiple modalities, specifically, speaker information in audio track and face information in video track. The core algorithm is composed of three steps. First, speaker boundaries are detected and speaker segments are clustered in audio stream. Second, face appearances are tracked and face tracks are clustered in video stream. Finally, correspondences between speakers and faces are determined based on their temporal co-occurrence. A list of major casts is constructed and ranked in an order that reflects each cast´s importance, which is determined by the accumulative temporal and spatial presence of the cast. The proposed algorithm has been integrated in a major cast based video browsing system, which presents the face icon and marks the speech locations in time stream for each detected major cast. The system provides a semantically meaningful summary of the video content, which helps the user to effectively digest the theme of the video
Keywords
content-based retrieval; image sequences; object detection; optical tracking; pattern clustering; video retrieval; video streaming; audio stream; face information; face track clustering; major cast based video browsing system; speaker information; speaker segment clustering; video major cast detection; video sequence; video stream; Broadcasting; Clustering algorithms; Data mining; Face detection; Motion pictures; Multimedia communication; Organizing; Speech; Streaming media; Video sequences; Content-based multimedia indexing; face detection; major cast detection; media integration; speaker segmentation; video browsing; video summary;
fLanguage
English
Journal_Title
Multimedia, IEEE Transactions on
Publisher
ieee
ISSN
1520-9210
Type
jour
DOI
10.1109/TMM.2006.886360
Filename
4032615
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