DocumentCode :
2106334
Title :
A New Method for Static Video Summarization Using Local Descriptors and Video Temporal Segmentation
Author :
Cahuina, Edward J. Y. Cayllahua ; Camara Chavez, Guillermo
Author_Institution :
Comput. Res. Center, San Pablo Catholic Univ., Arequipa, Peru
fYear :
2013
fDate :
5-8 Aug. 2013
Firstpage :
226
Lastpage :
233
Abstract :
The continuous creation of digital video has caused an exponential growth of digital video content. To increase the usability of such large volume of videos, a lot of research has been made. Video summarization has been proposed to rapidly browse large video collections. To summarize any type of video, researchers have relied on visual features contained in frames. In order to extract these features, different techniques have used local or global descriptors. In this paper, we propose a method for static video summarization that can produce meaningful and informative video summaries. We perform an evaluation using over 100 videos in order to achieve a stronger position about the performance of local descriptors in semantic video summarization. Our experimental results show, with a confidence level of 99%, that our proposed method using local descriptors and temporal video segmentation produces better summaries than state of the art methods. We also demonstrate the importance of a more elaborate method for temporal video segmentation, improving the generation of summaries, achieving 10% improvement in accuracy. We also acknowledge a marginal importance of color information when using local descriptors to produce video summaries.
Keywords :
image colour analysis; image segmentation; video signal processing; color information; local descriptors; semantic video summarization; static video summarization; temporal video segmentation; video temporal segmentation; Feature extraction; Histograms; Image color analysis; Image segmentation; Semantics; Vectors; Visualization; Local descriptors; Temporal segmentation; Video summarization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Graphics, Patterns and Images (SIBGRAPI), 2013 26th SIBGRAPI - Conference on
Conference_Location :
Arequipa
ISSN :
1530-1834
Type :
conf
DOI :
10.1109/SIBGRAPI.2013.39
Filename :
6656190
Link To Document :
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