LEADER 03185nam 22005415 450 001 9910350303103321 005 20251113204319.0 010 $a981-13-6424-9 024 7 $a10.1007/978-981-13-6424-2 035 $a(CKB)4100000007598515 035 $a(DE-He213)978-981-13-6424-2 035 $a(MiAaPQ)EBC5691963 035 $a(EXLCZ)994100000007598515 100 $a20190208d2019 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aSatellite Image Analysis: Clustering and Classification /$fby Surekha Borra, Rohit Thanki, Nilanjan Dey 205 $a1st ed. 2019. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2019. 215 $a1 online resource (XVI, 97 p. 53 illus., 22 illus. in color.) 225 1 $aSpringerBriefs in Computational Intelligence,$x2625-3712 311 08$a981-13-6423-0 327 $aPreface -- Introduction -- Image Pre-processing Techniques -- Satellite Image Clustering -- Satellite Image Classification -- Applied Examples -- Conclusion. 330 $aThanks to recent advances in sensors, communication and satellite technology, data storage, processing and networking capabilities, satellite image acquisition and mining are now on the rise. In turn, satellite images play a vital role in providing essential geographical information. Highly accurate automatic classification and decision support systems can facilitate the efforts of data analysts, reduce human error, and allow the rapid and rigorous analysis of land use and land cover information. Integrating Machine Learning (ML) technology with the human visual psychometric can help meet geologists? demands for more efficient and higher-quality classification in real time. This book introduces readers to key concepts, methods and models for satellite image analysis; highlights state-of-the-art classification and clustering techniques; discusses recent developments and remaining challenges; and addresses various applications, making it a valuable asset for engineers, data analysts and researchers in the fields of geographic information systems and remote sensing engineering. 410 0$aSpringerBriefs in Computational Intelligence,$x2625-3712 606 $aSignal processing 606 $aTelecommunication 606 $aComputer vision 606 $aSignal, Speech and Image Processing 606 $aCommunications Engineering, Networks 606 $aComputer Vision 615 0$aSignal processing. 615 0$aTelecommunication. 615 0$aComputer vision. 615 14$aSignal, Speech and Image Processing. 615 24$aCommunications Engineering, Networks. 615 24$aComputer Vision. 676 $a621.382 700 $aBorra$b Surekha$4aut$4http://id.loc.gov/vocabulary/relators/aut$0976576 702 $aThanki$b Rohit$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aDey$b Nilanjan$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910350303103321 996 $aSatellite Image Analysis: Clustering and Classification$92224622 997 $aUNINA