DocumentCode
3227114
Title
Automatic Generation of a Multimedia Encyclopedia from TV Programs by Using Closed Captions and Detecting Principal Video Objects
Author
Miura, Kikuka ; Yamada, Ichiro ; Sumiyoshi, Hideki ; Yagi, Nobuyuki
Author_Institution
NHK Sci. & Tech. Res. Labs., Tokyo
fYear
2006
fDate
Dec. 2006
Firstpage
873
Lastpage
880
Abstract
This paper proposes a method for automatically generating a multimedia encyclopedia from video clips using closed-caption text information. The goal is to automatically index each video segment of the television program by the principal video object. We focus on several features of the closed-caption text style in order to identify the principal video objects. Using Quinlan´s C4.5 decision-tree learning algorithm and the predicted accuracies of production rule indicators, one object noun is extracted for each video shot. To show the effectiveness of the method, we conducted experiments on the extraction of video segments in which animals appear in twenty television programs on animals and nature. We obtained a precision rate of 74.6 percent and a recall rate of 51.4 percent on the extraction of video segments in which animals appear, and generated a multimedia encyclopedia comprising 322 video clips showing 82 kinds of animals
Keywords
decision theory; encyclopaedias; feature extraction; image segmentation; indexing; object detection; television; text analysis; video signal processing; Quinlan´s C4.5 decision-tree learning algorithm; animals; automatic indexing; closed-caption text information; multimedia encyclopedia; principal video object detection; television program; video clips; video segmentation; video shot extraction; Animals; Encyclopedias; Laboratories; Multimedia communication; Natural language processing; Object detection; Prediction algorithms; Production; TV broadcasting; Yagi-Uda antennas;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia, 2006. ISM'06. Eighth IEEE International Symposium on
Conference_Location
San Diego, CA
Print_ISBN
0-7695-2746-9
Type
conf
DOI
10.1109/ISM.2006.36
Filename
4061273
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