Search results for "Statistically Based Retrieval"

showing 1 items of 1 documents

Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data

2019

In this paper, we analyze the effect of spatial and spectral compression on the performance of statistically based retrieval. Although the quality of the information is not com- pletely preserved during the coding process, experiments reveal that a certain amount of compression may yield a positive impact on the accuracy of retrievals. We unveil two strategies, both with interesting benefits: either to apply a very high compression, which still maintains the same retrieval performance as that obtained for uncompressed data; or to apply a moderate to high compression, which improves the performance. As a second contribution of this paper, we focus on the origins of these benefits. On the one…

Computer scienceInfrared Atmospheric Sounding Interferometer (IASI)Spectral Transforms0211 other engineering and technologies02 engineering and technologyData_CODINGANDINFORMATIONTHEORYLossy compressionInfrared atmospheric sounding interferometer (IASI)Kernel MethodsElectrical and Electronic EngineeringTransform coding021101 geological & geomatics engineeringbusiness.industryDimensionality reductionLossy CompressionJPEG 2000Kernel methodsPattern recognitioncomputer.file_formatJoint Photographic Experts Group (JPEG) 2000RegressionUncompressed videoSpectral transformsKernel methodStatistically based retrievalJPEG 2000General Earth and Planetary SciencesLossy compressionArtificial intelligencebusinessStatistically Based RetrievalcomputerSmoothingIEEE Transactions on Geoscience and Remote Sensing
researchProduct