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Proceedings ArticleDOI

Improved matching pursuits image coding

Yuan Yuan, +1 more
- Vol. 2, pp 201-204
TLDR
Improvements in compression of both inter- and intra-frame images by the matching pursuits (MP) algorithm are reported, and lower distortion is achieved on the residual images tested, and also on intra-frames at low bit rates.
Abstract
This paper reports improvements in compression of both inter- and intra-frame images by the matching pursuits (MP) algorithm. For both types of image, applying a 2D wavelet decomposition prior to MP coding is beneficial. The MP algorithm is then applied using various separable ID codebooks. MERGE coding with precision limited quantization (PLQ) is used to yield a highly embedded data stream. For inter-frames (residuals) a codebook of only 8 bases with compact footprint is found to give improved fidelity at lower complexity than previous MP methods. Great improvement is also achieved in MP coding of still images (intra-frames). Compared to JPEG 2000, lower distortion is achieved on the residual images tested, and also on intra-frames at low bit rates.

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Citations
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Patent

Matching pursuits coding of data

TL;DR: In this article, a method and device for coding multi-dimensional data using a codebook of basis functions is presented, where the codebook comprises a subset of a larger multidimensional basis dictionary, a larger dictionary comprising separable combinations of one or more primary one dimensional basis function dictionaries, and a corresponding decoding method.
Patent

Low complexity bases matching pursuits data coding and decoding

TL;DR: In this paper, Embodiments related to coding data using a transform, and matching pursuits utilizing a relatively low complexity dictionary are disclosed, and a low-complexity dictionary is used.
Patent

Reduced dimension wavelet matching pursuits coding and decoding

TL;DR: In this paper, Embodiments related to coding and decoding data, including for example image data, using wavelet transform and matching pursuits are disclosed, including the wavelet transformation and matching pursuit.
Patent

Matching pursuits basis selection design

TL;DR: In this article, a method of designing a basis selection for matching pursuits is described, in accordance with one embodiment, and a method for designing a matching pursuit basis selection is described.
Proceedings ArticleDOI

3D wavelet video coding with replicated matching pursuits

TL;DR: Improved coding of 3D spatio-temporal wavelet video is achieved using matching pursuits (MP) with a separable 2D basis dictionary and temporal replication of atoms to achieve significant gains at low bit rates.
References
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Journal ArticleDOI

Matching pursuits with time-frequency dictionaries

TL;DR: The authors introduce an algorithm, called matching pursuit, that decomposes any signal into a linear expansion of waveforms that are selected from a redundant dictionary of functions, chosen in order to best match the signal structures.
Journal ArticleDOI

Very low bit-rate video coding based on matching pursuits

TL;DR: A matching-pursuit based motion residual coder which uses an inner-product search to decompose motion residual signals on an overcomplete dictionary of separable Gabor functions, providing detailed reconstructions without block artifacts.
Journal ArticleDOI

Matching pursuit video coding .I. Dictionary approximation

TL;DR: This work introduces for the first time a design methodology which incorporates both coding efficiency and complexity in a systematic way and shows that complexity reduction factors of up to 1000 are achievable with negligible coding efficiency losses.
Journal ArticleDOI

Matching pursuits video coding: dictionaries and fast implementation

TL;DR: It is shown that the PSNR performance of existing matching pursuits codecs can be improved and the implementation cost reduced by a better selection of dictionary functions, and a pruned full- search algorithm is introduced, which offers significant quality gains compared to the better-known heuristic fast-search algorithm, while keeping the computational cost low.
Proceedings ArticleDOI

High-flexibility scalable image coding

TL;DR: It is shown that the proposed scheme compares to state-of-the-art coders when the compressed image is transcoded to a lower (octave-based) spatial resolution, and is finally shown to favorably compare to state of theart progressive coders for moderate to quite important rate reductions.
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