The Future of Hyperspectral Imaging
Copyright policy )The Future of Hyperspectral Imaging
The Special Issue on hyperspectral imaging (HSI), entitled “The Future of Hyperspectral Imaging”, has published 12 papers. Nine papers are related to specific current research and three more are review contributions: In both cases, the request is to propose those methods or instruments so as to show the future trends of HSI. Some contributions also update specific methodological or mathematical tools. In particular, the review papers address deep learning methods for HSI analysis, while HSI data compression is reviewed by using liquid crystals spectral multiplexing as well as DMD-based Raman spectroscopy. Specific topics explored by using data obtained by HSI include alert on the sprouting of potato tubers, the investigation on the stability of painting samples, the prediction of healing diabetic foot ulcers, and age determination of blood-stained fingerprints. Papers showing advances on more general topics include video approach for HSI dynamic scenes, localization of plant diseases, new methods for the lossless compression of HSI data, the fusing of multiple multiband images, and mixed modes of laser HSI imaging for sorting and quality controls.
- National Research Council Romania
- National Research Council Italy
Hyperspectral imaging, hyperspectral imaging, PZT, wound healing, statistical methods for hsi, remote sensing, point target detection, Photography, chemical imaging, maximum likelihood, predictive coding, Raman, neural networks, multivariate analysis, machine learning, Editorial, classification, interval partial least squares, Raman spectroscopy, fluorescence, diabetic foot ulcer, sorting, spectral tracking, wavelength selection, three-dimensional imaging, CS-MUSI, hsi for biology, video, primordial leaf count, plant phenotyping, hemispherical conical reflectance factor (HCRF), PLSR, compressive detection, forward observation model, linear mixture model, liquid crystal, spatial light modulators (SLM), Virginia Coast Reserve Long Term Ecological Research (VCR LTER), multiband image fusion, age determination, QA75.5-76.95, statistical methods for HSI, integral imaging, hyperspectral, blood detection, hyperspectral microscopy, Electronic computers. Computer science, digital light processor (DLP), stereo imaging, fusion, multivariate data analysis, digital micromirror device (DMD), infrared hyperspectral imaging, bi-directional reflectance distribution function (BRDF), principal component analysis, compressive sensing, painting samples, disease detection, Q1-390, hyperspectral data mining and compression, multiplexing system, medical imaging by hsi, coastal dynamics, imaging, information theoretic analysis, sprouting, digital elevation model, multitemporal hyperspectral images, raman hyperspectral imaging, spectroscopy, moving vehicle imaging, Computer applications to medicine. Medical informatics, QD450-801, R858-859.7, optimal binary filters, lossless compression, watercolours, black polymers, potatoes, quality control, Chemometrics, TR1-1050, QD1-999, Cramer–Rao lower bound, fluorescence hyperspectral imaging, retouching pigments, alternating direction method of multipliers, thema EDItEUR::P Mathematics and Science::PN Chemistry, deep learning, fingerprints, oxygen saturation, HSI for biology, image processing, medical imaging by HSI, total variation, time series, Raman hyperspectral imaging
Hyperspectral imaging, hyperspectral imaging, PZT, wound healing, statistical methods for hsi, remote sensing, point target detection, Photography, chemical imaging, maximum likelihood, predictive coding, Raman, neural networks, multivariate analysis, machine learning, Editorial, classification, interval partial least squares, Raman spectroscopy, fluorescence, diabetic foot ulcer, sorting, spectral tracking, wavelength selection, three-dimensional imaging, CS-MUSI, hsi for biology, video, primordial leaf count, plant phenotyping, hemispherical conical reflectance factor (HCRF), PLSR, compressive detection, forward observation model, linear mixture model, liquid crystal, spatial light modulators (SLM), Virginia Coast Reserve Long Term Ecological Research (VCR LTER), multiband image fusion, age determination, QA75.5-76.95, statistical methods for HSI, integral imaging, hyperspectral, blood detection, hyperspectral microscopy, Electronic computers. Computer science, digital light processor (DLP), stereo imaging, fusion, multivariate data analysis, digital micromirror device (DMD), infrared hyperspectral imaging, bi-directional reflectance distribution function (BRDF), principal component analysis, compressive sensing, painting samples, disease detection, Q1-390, hyperspectral data mining and compression, multiplexing system, medical imaging by hsi, coastal dynamics, imaging, information theoretic analysis, sprouting, digital elevation model, multitemporal hyperspectral images, raman hyperspectral imaging, spectroscopy, moving vehicle imaging, Computer applications to medicine. Medical informatics, QD450-801, R858-859.7, optimal binary filters, lossless compression, watercolours, black polymers, potatoes, quality control, Chemometrics, TR1-1050, QD1-999, Cramer–Rao lower bound, fluorescence hyperspectral imaging, retouching pigments, alternating direction method of multipliers, thema EDItEUR::P Mathematics and Science::PN Chemistry, deep learning, fingerprints, oxygen saturation, HSI for biology, image processing, medical imaging by HSI, total variation, time series, Raman hyperspectral imaging
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