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Facial image compression based on structured codebooks in overcomplete domain - MaRDI portal

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Facial image compression based on structured codebooks in overcomplete domain (Q871504)

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scientific article; zbMATH DE number 5134673
Language Label Description Also known as
English
Facial image compression based on structured codebooks in overcomplete domain
scientific article; zbMATH DE number 5134673

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    Facial image compression based on structured codebooks in overcomplete domain (English)
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    19 March 2007
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    Summary: We advocate facial image compression technique in the scope of distributed source coding framework. The novelty of the proposed approach is twofold: image compression is considered from the position of source coding with side information and, contrarily to the existing scenarios where the side information is given explicitly; the side information is created based on a deterministic approximation of the local image features. We consider an image in the overcomplete transform domain as a realization of a random source with a structured codebook of symbols where each symbol represents a particular edge shape. Due to the partial availability of the side information at both encoder and decoder, we treat our problem as a modification of the Berger-Flynn-Gray problem and investigate a possible gain over the solutions when side information is either unavailable or available at the decoder. Finally, the paper presents a practical image compression algorithm for facial images based on our concept that demonstrates the superior performance in the very-low-bit-rate regime.
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