LEADER 04697nam 22006255 450 001 9910350235303321 005 20191202185725.0 010 $a981-13-1669-4 024 7 $a10.1007/978-981-13-1669-2 035 $a(CKB)4100000007463675 035 $a(DE-He213)978-981-13-1669-2 035 $a(MiAaPQ)EBC5632057 035 $a(EXLCZ)994100000007463675 100 $a20190111d2019 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aNight Vision Processing and Understanding$b[electronic resource] /$fby Lianfa Bai, Jing Han, Jiang Yue 205 $a1st ed. 2019. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2019. 215 $a1 online resource (XVI, 266 p. 177 illus., 123 illus. in color.) 311 $a981-13-1668-6 327 $aIntroduction -- High Snr Hyperspectral Night Vision Image Acquisition with Multiplexing -- Multi-Visual Task Based on Night Vision Data Structure and Feature Analysis -- Feature Classification Based on Manifold Dimension Reduction for Night Vision Images -- Night Vision Data Classification Based on Sparse Representation and Random Subspace -- Learning Based Night Vision Image Recognition and Object Detection -- Non-Learning Based Motion Cognitive Detection and Self-Adaptable Tracking for Night Vision Videos -- The Colorization of Low Light Level Image Based on the Rule Mining. 330 $aThis book systematically analyses the latest insights into night vision imaging processing and perceptual understanding as well as related theories and methods. The algorithm model and hardware system provided can be used as the reference basis for the general design, algorithm design and hardware design of photoelectric systems. Focusing on the differences in the imaging environment, target characteristics, and imaging methods, this book discusses multi-spectral and video data, and investigates a variety of information mining and perceptual understanding algorithms. It also assesses different processing methods for multiple types of scenes and targets. Taking into account the needs of scientists and technicians engaged in night vision optoelectronic imaging detection research, the book incorporates the latest international technical methods. The content fully reflects the technical significance and dynamics of the new field of night vision. The eight chapters cover topics including multispectral imaging, Hadamard transform spectrometry; dimensionality reduction, data mining, data analysis, feature classification, feature learning; computer vision, image understanding, target recognition, object detection and colorization algorithms, which reflect the main areas of research in artificial intelligence in night vision. The book enables readers to grasp the novelty and practicality of the field and to develop their ability to connect theory with real-world applications. It also provides the necessary foundation to allow them to conduct research in the field and adapt to new technological developments in the future. 606 $aComputer vision 606 $aData mining 606 $aGlobal analysis (Mathematics) 606 $aAlgorithms 606 $aArtificial intelligence 606 $aImage Processing and Computer Vision$3http://scigraph.springernature.com/things/product-market-codes/I22021 606 $aData Mining and Knowledge Discovery$3http://scigraph.springernature.com/things/product-market-codes/I18030 606 $aGlobal Analysis and Analysis on Manifolds$3http://scigraph.springernature.com/things/product-market-codes/M12082 606 $aAlgorithms$3http://scigraph.springernature.com/things/product-market-codes/M14018 606 $aArtificial Intelligence$3http://scigraph.springernature.com/things/product-market-codes/I21000 615 0$aComputer vision. 615 0$aData mining. 615 0$aGlobal analysis (Mathematics) 615 0$aAlgorithms. 615 0$aArtificial intelligence. 615 14$aImage Processing and Computer Vision. 615 24$aData Mining and Knowledge Discovery. 615 24$aGlobal Analysis and Analysis on Manifolds. 615 24$aAlgorithms. 615 24$aArtificial Intelligence. 676 $a006.6 676 $a006.37 700 $aBai$b Lianfa$4aut$4http://id.loc.gov/vocabulary/relators/aut$01063847 702 $aHan$b Jing$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aYue$b Jiang$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910350235303321 996 $aNight Vision Processing and Understanding$92535068 997 $aUNINA