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Hyperspectral imaging (HSI), known also as chemical or spectroscopic imaging, is an emerging platform technology that integrates conventional imaging and spectroscopy to attain both spatial and spectral information from an object. Although hyperspectral imaging was originally developed for remote sensing, it recently has gained wide recognition as a non-destructive and fast quality and safety analysis and assessment method for a wide range of food products. This book discusses hyperspectral imaging data processes and its application in food products, as well as the use of HSI for detecting cha

Multispectral imaging. --- Imaging, Multispectral --- MSI (Multispectral imaging) --- Multiband photography --- Multispectral photography --- Multispectral scanning --- Scanning, Multispectral --- Spectral imaging

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Multimodal imaging analyses are large scale work, combining experience from many professionals in different disciplines, providing different modalities (i.e. data produced by an experiment) linked together.
The growth in multimodal analyses induces a demand for software to make some workflows possible, or help automate some other workflows, at lest partially.

Mass Spectrometry Imaging (MSI), although more than 50 years old, continues to see some development in the data processing domain, particularly with machine learning and deep learning applications, where some approaches tackle the preprocessing and the analysis of MSI datasets.
The analysis performed on MSI data greatly contributes from multimodal studies, providing a spatial distribution for the molecular content of the sample, thus adding valuable information to the study.

Multimodal analyses currently lack an open, collaborative web platform : such tools would allow for a greater share of experience thanks to the collaborative aspect, enable reproducibility because the analyses would run in the cloud, always on the same hardware, and the results would be available to all.
Such tools are being developed : Cytomine aims to add more effective multimodal tools to improve its capabilities, but integrating MSI data is not trivial.

The analysis of MSI data is not an easy task : file formats for this kind of data are abundant, but often vendor specific. imzML is an open effort to unify all these formats, which is supported by many pieces of software already. However, imzML is not the most appropriate format as its structure is very different from most imaging data format, making it ill-suited for visualization applications such as in Cytomine.

This master's thesis introduce a new, versatile and open format based on OME-Zarr, which is suitable for many modalities, including MSI. This file format is benchmarked against imzML to show its potential in server applications, such as Cytomine.

In addition to the new file format, the developed pieces of software includes a convertor from imzML and some preprocessing tools designed for the file format. Using the developed file format, a machine learning workflow classifies spectra from a multimodal dataset with label coming from other modalities, and provide a list of important features as a mean of interpretation.

While these pieces of software are currently developed to be run on a local machine, they lay the ground for cloud based application that can be integrated with Cytomine.

multimodal --- mass spectrometry imaging --- msi --- cytomine --- template matching --- machine learning --- image registration --- bioimaging --- Ingénierie, informatique & technologie > Sciences informatiques

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Image processing --- Multispectral imaging --- Remote sensing --- Digital techniques --- Imaging, Multispectral --- MSI (Multispectral imaging) --- Multiband photography --- Multispectral photography --- Multispectral scanning --- Scanning, Multispectral --- Spectral imaging

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This book provides unique perspectives on both state-of-the-art hyperspectral techniques for the early-warning monitoring of water supplies against chemical, biological and radiological (CBR) contamination effects as well as the emerging spectroscopic science and technology base that will be used to support an array of CBR defense and security applications in the future. The technical content in this book lends itself to the non-traditional requirements for point and stand-off detection that have evolved out of the US joint services programs over many years. In particular, the scientific and t

Spectrum analysis --- Remote sensing --- Chemical detectors --- Multispectral photography --- Environmental monitoring --- Water --- Chemical terrorism --- Terrorism --- Imaging, Multispectral --- MSI (Multispectral imaging) --- Multiband photography --- Multispectral scanning --- Scanning, Multispectral --- Spectral imaging --- Pollution --- Measurement --- Prevention. --- Multispectral imaging

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This book represents the first systematic research by a social scientist on the radical right-wing movements in Italy since 1945. During the heyday of right-wing violence between 1969 and 1980, street aggressions, attacks, and murders were commonplace. These bloody episodes were assumed to be the work of fanatical bands of "political soldiers" and urban warriors loosely controlled by secret services and other covert groups, which used them as part of a "strategy of tension" pursued in domestic and international circles. Franco Ferraresi here acknowledges that these rightist groups were in fact permitted a certain amount of freedom, and even in some cases actually aided, in the hope that revulsion at terrorist tactics would have the effect of mobilizing public opinion in favor of existing political arrangements. However, he also studies the extent to which they operated as autonomous units, while he carefully considers the political heritage, the doctrines, and the ideology that motivated them. With the decline of violent activity on both extremes of the political spectrum in the early 1980's, the theory and practice so comprehensively discussed by Ferraresi seemed to have entered a dormant stage. Ferraresi, however, places in context the recent resurgence of neo-fascist forces in Italy, and of the so-called New Right throughout Europe, together with the rise of fundamentalism in many parts of the world.

Italiaanse sociale beweging --- Mouvement social italien --- Movimento sociale italiano --- Fascism --- Conservatism --- History --- Movimento sociale italiano. --- Italy --- Politics and government --- Conservativism --- Neo-conservatism --- New Right --- Right (Political science) --- MSI (Movimento sociale italiano) --- M.S.I. (Movimento sociale italiano) --- Political science --- Sociology --- Movimento sociale italiano-Destra nazionale --- 1945-1976 --- 1945 --- -Conservatism --- 20th century