Certain investigations on hyperspectral image compression using transforms
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Abstract
Progression observed with techniques of satellite communication
newlinenecessitated the huge quantity of information that has to be communicated to
newlineground station. Therefore, increased amount of bandwidth for the purpose of
newlinetransmission and space requirement to store the information are considered
newlineas significant factors. Currently utilization of Hyperspectral Imaging (HSI)
newlinehas tremendously increased. Delivery of huge quantity of closely spaced
newlinebands within various categories of electromagnetic spectrum is observed to
newlinebe generated by hyperspectral imaging. Compression has to be performed in
newlineHyperspectral images in order to solve inadequacies with storage along with
newlinethe bandwidth observed in systems. Carrying out the process of compression will fall under the category of lossy and lossless manner. Considerable reduction in content was
newlineobserved with the use of lossy manner. However, certain degradation in the
newlinequality of images which will affect the further analysis of images was
newlineobserved. Moreover, assessment measures which will determine the quality
newlineof reconstructed images such as mean square error along with Peak Signal to
newlineNoise ratio produced poor results. Utilization of the lossy compression was
newlinenot appropriate for applications demanding subsequent investigation due to
newlinethe above mentioned factors. In order to assure superiority in image content,
newlinemuch concentration is given for compression without degradation of
newlineinformation as performed for HSI.
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