Search results for "data compression"

showing 10 items of 99 documents

Terrain data compression using wavelet-tiled pyramids for online 3D terrain visualization

2013

Last years have witnessed the widespread use of online terrain visualization applications. However, the significant improvements achieved in sensing technologies have allowed an increasing size of the terrain databases. These increasing sizes represent a serious drawback when terrain data must be transmitted and rendered at interactive rates. In this paper, we propose a novel wavelet-tiled pyramid for compressing terrain data that replaces the traditional multiresolution pyramid usually used in wavelet compression schemes. The new wavelet-tiled pyramid modifies the wavelet analysis and synthesis processes, allowing an efficient transmission and reconstruction of terrain data in those applic…

business.industryGeography Planning and DevelopmentComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONWavelet transformTerrainData_CODINGANDINFORMATIONTHEORYcomputer.file_formatTerrain renderingLibrary and Information SciencesVisualizationWaveletGeographyComputer graphics (images)JPEG 2000Computer visionArtificial intelligencePyramid (image processing)businesscomputerComputingMethodologies_COMPUTERGRAPHICSInformation SystemsData compressionInternational Journal of Geographical Information Science
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Hardware Implementation of a Configurable Motion Estimator for Adjusting the Video Coding Performances

2012

International audience; Despite the diversity of video compression standard, the motion estimation still remains a key process which is used in most of them. Moreover, the required coding performances (bit-rate, PSNR, image spatial resolution, etc.) depend obviously of the application, the environment and the network communication. The motion estimation can therefore be adapted to fit with these performances. Meanwhile, the real time encoding is required in many applications. In order to reach this goal, we propose in this paper a hardware implementation of the motion estimator which enables the integer motion search algorithms to be modified and the fractional search and variable block siz…

Motion compensation[ INFO.INFO-TS ] Computer Science [cs]/Signal and Image Processingbusiness.industryComputer scienceReal-time computingEstimator020206 networking & telecommunications02 engineering and technology[ SPI.SIGNAL ] Engineering Sciences [physics]/Signal and Image processingQuarter-pixel motion[INFO.INFO-ES] Computer Science [cs]/Embedded Systems[INFO.INFO-TS]Computer Science [cs]/Signal and Image ProcessingMotion estimation0202 electrical engineering electronic engineering information engineering020201 artificial intelligence & image processing[INFO.INFO-ES]Computer Science [cs]/Embedded Systems[ INFO.INFO-ES ] Computer Science [cs]/Embedded SystemsField-programmable gate arraybusinessBlock size[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processingComputer hardwareComputingMilieux_MISCELLANEOUSData compressionCoding (social sciences)
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FASTA/Q data compressors for MapReduce-Hadoop genomics: space and time savings made easy

2021

Abstract Background Storage of genomic data is a major cost for the Life Sciences, effectively addressed via specialized data compression methods. For the same reasons of abundance in data production, the use of Big Data technologies is seen as the future for genomic data storage and processing, with MapReduce-Hadoop as leaders. Somewhat surprisingly, none of the specialized FASTA/Q compressors is available within Hadoop. Indeed, their deployment there is not exactly immediate. Such a State of the Art is problematic. Results We provide major advances in two different directions. Methodologically, we propose two general methods, with the corresponding software, that make very easy to deploy …

Big DataFASTQ formatComputer scienceBig data02 engineering and technologycomputer.software_genrelcsh:Computer applications to medicine. Medical informaticsBiochemistry03 medical and health sciencesSoftwareStructural BiologySpark (mathematics)0202 electrical engineering electronic engineering information engineeringData_FILESMapReduceMapReduce; hadoop; sequence analysis; data compressionMolecular Biologylcsh:QH301-705.5030304 developmental biologyFile system0303 health sciencesSettore INF/01 - InformaticaDatabasebusiness.industryMethodology ArticleApplied MathematicsSequence analysisGenomicsData compression; Hadoop; MapReduce; Sequence analysis; Algorithms; Big Data; Data Compression; Genomics; SoftwareComputer Science Applicationslcsh:Biology (General)Software deploymentHadoopData compressionlcsh:R858-859.7020201 artificial intelligence & image processingState (computer science)businesscomputerAlgorithmsSoftwareData compressionBMC Bioinformatics
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The Engineering of a Compression Boosting Library: Theory vs Practice in BWT Compression

2006

Data Compression is one of the most challenging arenas both for algorithm design and engineering. This is particularly true for Burrows and Wheeler Compression a technique that is important in itself and for the design of compressed indexes. There has been considerable debate on how to design and engineer compression algorithms based on the BWT paradigm. In particular, Move-to-Front Encoding is generally believed to be an "inefficient " part of the Burrows-Wheeler compression process. However, only recently two theoretically superior alternatives to Move-to-Front have been proposed, namely Compression Boosting and Wavelet Trees. The main contribution of this paper is to provide the first ex…

Lossless compressionBoosting (machine learning)Computer sciencebusiness.industrySupervised learningCompression Boosting LibraryData_CODINGANDINFORMATIONTHEORYMachine learningcomputer.software_genreWaveletAlgorithm designArtificial intelligencebusinesscomputerAlgorithmsData compression
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The Burrows-Wheeler Transform between Data Compression and Combinatorics on Words

2013

The Burrows-Wheeler Transform (BWT) is a tool of fundamental importance in Data Compression and, recently, has found many applications well beyond its original purpose. The main goal of this paper is to highlight the mathematical and combinatorial properties on which the outstanding versatility of the $BWT$ is based, i.e. its reversibility and the clustering effect on the output. Such properties have aroused curiosity and fervent interest in the scientific world both for theoretical aspects and for practical effects. In particular, in this paper we are interested both to survey the theoretical research issues which, by taking their cue from Data Compression, have been developed in the conte…

Theoretical computer scienceSettore INF/01 - InformaticaBurrows–Wheeler transformmedia_common.quotation_subjectTheoretical researchContext (language use)Data_CODINGANDINFORMATIONTHEORYBurrows Wheeler transform; Clustering effect; Combinatorial propertiesCombinatorial propertiesBurrows Wheeler transformCombinatorics on wordsClustering effectBWT balancing optimal partitioning text-compressionCuriosityArithmeticCluster analysisFocus (optics)media_commonData compressionMathematics
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Reducing complexity in H.264/AVC motion estimation by using a GPU

2011

H.264/AVC applies a complex mode decision technique that has high computational complexity in order to reduce the temporal redundancies of video sequences. Several algorithms have been proposed in the literature in recent years with the aim of accelerating this part of the encoding process. Recently, with the emergence of many-core processors or accelerators, a new approach can be adopted for reducing the complexity of the H.264/AVC encoding algorithm. This paper focuses on reducing the inter prediction complexity adopted in H.264/AVC and proposes a GPU-based implementation using CUDA. Experimental results show that the proposed approach reduces the complexity by as much as 99% (100x of spe…

SpeedupComputational complexity theoryComputer science020206 networking & telecommunicationsData_CODINGANDINFORMATIONTHEORY02 engineering and technologyParallel computingCUDAAlgorithmic efficiency0202 electrical engineering electronic engineering information engineeringWorst-case complexity020201 artificial intelligence & image processingContext-adaptive binary arithmetic codingData compressionContext-adaptive variable-length coding
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Correction to: FASTA/Q data compressors for MapReduce-Hadoop genomics: space and time savings made easy

2022

Following publication of the original article [1], the authors identified that the affiliations of Giuseppe Cattaneo and Raffaele Giancarlo were interchanged. The correct affiliations are given below. The correct affiliation of Giuseppe Cattaneo is: 2Dipartimento di Informatica, Università di Salerno, Fisciano, Italy. The correct affiliation of Raffaele Giancarlo is: 3Dipartimento di Matematica ed Informatica, Università di Palermo, Palermo, Italy. The original article [1] has been corrected.

Settore INF/01 - InformaticaStructural BiologyApplied MathematicsData CompressionMolecular BiologyBiochemistryComputer Science ApplicationsBMC Bioinformatics
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«Motion Estimation Accelerator with User Search Strategy in an RVC Context»

2009

Motion estimation represents a key module in video compression. The RVC context requires proposing a flexible solution for motion estimation. According to the nature of the application, a full search is sometimes not suitable, hence, alternative fast/reduced solutions should be considered. This paper proposes a model and implementation of a flexible motion estimation engine, which can be configured to support any user-defined search strategy. Typically, the computational requirements of the search strategy can be traded with the RD-performance of the obtained video encoder. A CAL dataflow description of the accelerator is proposed so that it can be easily handled in the RVC context. An auto…

Computer scienceDataflowMotion estimationReal-time computingCode (cryptography)Context (language use)EncoderData compression2009 16th IEEE International Conference on Image Processing (ICIP)
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Table Compression

2016

Data Compression Techniques for massive tables are described. Related methodological results are also presented.

Compression and transmission of tableSettore INF/01 - InformaticaBig Data ManagementStorageCompressive estimates of entropyData Compression. Algorithms. Data structuresCompression of multidimensional data
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Repetitiveness Measures based on String Attractors and Burrows-Wheeler Transform: Properties and Applications

2023

String AttractorSettore INF/01 - InformaticaMeasure of repetitiveneBurrows-Wheeler TransformCompressed Data StructuresData CompressionCombinatorics on WordStringology
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