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A new paradigm for analysis of MPEG compressed videos

โœ Scribed by Waleed E. Farag; Hussein Abdel-Wahab


Publisher
Elsevier Science
Year
2002
Tongue
English
Weight
991 KB
Volume
25
Category
Article
ISSN
1084-8045

No coin nor oath required. For personal study only.

โœฆ Synopsis


The increasing use of multimedia streams nowadays necessitates the development of efยฎcient and effective methodologies for manipulating databases storing these streams. Moreover, content-based access to multimedia databases requires in its ยฎrst stage to parse the video stream into separate shots then apply a method to summarize the huge amount of data involved in each shot. This work proposes a new paradigm capable of robustly and effectively analyzing the compressed MPEG video data. First, an abstract representation of the compressed MPEG video stream is extracted and used as input to a neural network module (NNM) that performs the shot detection task. Second, we propose two adaptive algorithms to effectively select key frames from segmented video shots produced by the segmentation stage. Both algorithms apply a two-level adaptation mechanism in which the ยฎrst level is based on the dimension of the input video ยฎle while the second level is performed on a shot-by-shot basis in order to account for the fact that different shots have different levels of activity. Experimental results show the efยฎciency and robustness of the proposed system in detecting shot boundaries and ยฏashlights occurring within shots and in selecting the near optimal set of key frames (KFs) required to represent each shot.


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