DocumentCode :
1035585
Title :
Automated video program summarization using speech transcripts
Author :
Taskiran, Cuneyt M. ; Pizlo, Zygmunt ; Amir, Arnon ; Ponceleon, Dulce ; Delp, Edward J.
Author_Institution :
Multimedia Res. Lab, Motorola Labs, Schaumburg, IL
Volume :
8
Issue :
4
fYear :
2006
Firstpage :
775
Lastpage :
791
Abstract :
Compact representations of video data greatly enhances efficient video browsing. Such representations provide the user with information about the content of the particular sequence being examined while preserving the essential message. We propose a method to automatically generate video summaries using transcripts obtained by automatic speech recognition. We divide the full program into segments based on pause detection and derive a score for each segment, based on the frequencies of the words and bigrams it contains. Then, a summary is generated by selecting the segments with the highest score to duration ratios while at the same time maximizing the coverage of the summary over the full program. We developed an experimental design and a user study to judge the quality of the generated video summaries. We compared the informativeness of the proposed algorithm with two other algorithms for three different programs. The results of the user study demonstrate that the proposed algorithm produces more informative summaries than the other two algorithms
Keywords :
speech recognition; video signal processing; automated video program summarization; automatic speech recognition; generated video summaries; pause detection; speech transcripts; video browsing; Automatic speech recognition; Cameras; Design for experiments; Electronic mail; Frequency conversion; Production; Psychology; Speech enhancement; Terminology; Visualization; Speech transcripts; summarization evaluation; video summarization;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2006.876282
Filename :
1658039
Link To Document :
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