Journal Article10.1016/S0165-1684(02)00302-X
Multidimensional signal compression using multiscale recurrent patterns
TL;DR: A theoretical analysis of the approximate matching of Gaussian vectors using scales is given, which gives a justification of why approximate multiscale matching is a good option, specially at low rates.
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About: This article is published in Signal Processing. The article was published on 01 Nov 2002. The article focuses on the topics: Multidimensional signal processing & Signal compression.
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Citations
Universal Image Compression Using Multiscale Recurrent Patterns With Adaptive Probability Model
TL;DR: The assumption about the smoothness of the source is used in order to create good context models for the probability of blocks in the dictionary, which allow significant improvements over the original MMP for smooth images, while keeping its state-of-the-art performance for more complex, less smooth ones.
33
On Dictionary Adaptation for Recurrent Pattern Image Coding
TL;DR: The use of predictive coding schemes that modify the source's probability distribution, in order to favour the efficiency of MMP's dictionary adaptation, and new dictionary design methods, that allow for an effective compromise between the introduction of new dictionary elements and the reduction of codebook redundancy are proposed.
33
Electrocardiographic signal compression using multiscale recurrent patterns
TL;DR: This paper uses the multidimensional multiscale parser (MMP) algorithm, a recently developed universal lossy compression method, to compress data from electrocardiogram (ECG) signals and shows simulation results were MMP performs as well as some of the best encoders in the literature, although at the expense of a high computational complexity.
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A generic post-deblocking filter for block based image compression algorithms
TL;DR: The proposed post-processing deblocking technique was evaluated not only for still images, but also for video sequences, encoded using pattern matching and transform based compression methods, showing the versatility of the proposed technique.
Scanned Compound Document Encoding Using Multiscale Recurrent Patterns
Nelson C. Francisco,Nuno M. M. Rodrigues,Eduardo A. B. da Silva,Murilo B. de Carvalho,Sergio M. M. de Faria,Vitor Silva +5 more
TL;DR: This paper proposes a new encoder for scanned compound documents, based upon a recently introduced coding paradigm called multidimensional multiscale parser (MMP), and adaptive use of these two types of encoders resulted in performance gains over the original MMP algorithm.
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