DocumentCode :
1549566
Title :
Detection and concealment of transmission errors in MPEG-2 images-a genetic algorithm approach
Author :
Shyu, Han-Chiang ; Leou, Jin-Jang
Author_Institution :
Inf. Technol. Div., Inst. for Inf. Ind., Taipei, Taiwan
Volume :
9
Issue :
6
fYear :
1999
fDate :
9/1/1999 12:00:00 AM
Firstpage :
937
Lastpage :
948
Abstract :
The detection and concealment of transmission errors in MPEG-2 images using genetic algorithms (GAs) is proposed. For entropy-coded MPEG-2 images, a transmission error in a codeword will not only affect the underlying codeword but also may affect subsequent codewords, resulting in a great degradation of the received images. Here, a transmission error may be a single-bit error or a burst error. The objective of the proposed approach is to recover high-quality MPEG-2 images from the corresponding corrupted MPEG-2 images without increasing the transmission bit rate. In the proposed error-detection approach, by using the constraints imposed on compressed image data, all the slices within an MPEG-2 picture can be correctly located. After a slice is located, similar to Chu and Leou (1998), transmission errors within the slice are detected by two successive procedures: 1) whether the slice is corrupted or not is determined by checking a set of error-detection conditions under decoding and 2) the precise location (block-based) of the first transmission error (i.e., the first corrupted block within the corrupted slice is located by a block-based backtracking procedure. For a corrupted block, the proposed GA approach to error concealment is employed to conceal the corrupted block by iteratively performing reproduction/crossover/mutation operations and evaluating the proposed fitness function until the stopping criterion is satisfied. Based on the simulation results obtained in this study, the proposed approach can recover high-quality MPEG-2 images from the corresponding corrupted images up to a bit error rate of 0.5%
Keywords :
decoding; entropy codes; error correction; error detection; genetic algorithms; image reconstruction; video coding; MPEG-2 images; burst; codeword; compressed image data; concealment; decoding; degradation; detection; entropy-coded MPEG-2 images; fitness function; genetic algorithm; single-bit error; stopping criterion; transmission errors; Bit error rate; Bit rate; Degradation; Error correction; Genetic algorithms; Genetic mutations; Image coding; Iterative decoding; Performance evaluation; Transform coding;
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/76.785732
Filename :
785732
Link To Document :
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