Literature DB >> 26481986

Hyperspectral image analysis. A tutorial.

José Manuel Amigo1, Hamid Babamoradi2, Saioa Elcoroaristizabal3.   

Abstract

This tutorial aims at providing guidelines and practical tools to assist with the analysis of hyperspectral images. Topics like hyperspectral image acquisition, image pre-processing, multivariate exploratory analysis, hyperspectral image resolution, classification and final digital image processing will be exposed, and some guidelines given and discussed. Due to the broad character of current applications and the vast number of multivariate methods available, this paper has focused on an industrial chemical framework to explain, in a step-wise manner, how to develop a classification methodology to differentiate between several types of plastics by using Near infrared hyperspectral imaging and Partial Least Squares - Discriminant Analysis. Thus, the reader is guided through every single step and oriented in order to adapt those strategies to the user's case.
Copyright © 2015 Elsevier B.V. All rights reserved.

Keywords:  Chemometrics; Classification; Flame retardant; Hyperspectral; Near infrared; Plastic sorting

Year:  2015        PMID: 26481986     DOI: 10.1016/j.aca.2015.09.030

Source DB:  PubMed          Journal:  Anal Chim Acta        ISSN: 0003-2670            Impact factor:   6.558


  12 in total

1.  Non-destructive assessment of quality parameters of white button mushrooms (Agaricus bisporus) using image processing techniques.

Authors:  Anarase Dattatray Arjun; Subir Kumar Chakraborty; Naveen Kumar Mahanti; Nachiket Kotwaliwale
Journal:  J Food Sci Technol       Date:  2021-08-06       Impact factor: 3.117

2.  Classification and distribution of freshwater microplastics along the Italian Po river by hyperspectral imaging.

Authors:  Ludovica Fiore; Silvia Serranti; Cristina Mazziotti; Elena Riccardi; Margherita Benzi; Giuseppe Bonifazi
Journal:  Environ Sci Pollut Res Int       Date:  2022-02-23       Impact factor: 5.190

3.  Comparative Performance Analysis of Support Vector Machine, Random Forest, Logistic Regression and k-Nearest Neighbours in Rainbow Trout (Oncorhynchus Mykiss) Classification Using Image-Based Features.

Authors:  Mohammadmehdi Saberioon; Petr Císař; Laurent Labbé; Pavel Souček; Pablo Pelissier; Thierry Kerneis
Journal:  Sensors (Basel)       Date:  2018-03-29       Impact factor: 3.576

4.  Multispectral imaging for presymptomatic analysis of light leaf spot in oilseed rape.

Authors:  Charles Veys; Fokion Chatziavgerinos; Ali AlSuwaidi; James Hibbert; Mark Hansen; Gytis Bernotas; Melvyn Smith; Hujun Yin; Stephen Rolfe; Bruce Grieve
Journal:  Plant Methods       Date:  2019-01-24       Impact factor: 4.993

5.  Optimizing the procedure of grain nutrient predictions in barley via hyperspectral imaging.

Authors:  Mathias Wiegmann; Andreas Backhaus; Udo Seiffert; William T B Thomas; Andrew J Flavell; Klaus Pillen; Andreas Maurer
Journal:  PLoS One       Date:  2019-11-07       Impact factor: 3.240

6.  Multisensor hyperspectral imaging approach for the microchemical analysis of ultramarine blue pigments.

Authors:  M González-Cabrera; K Wieland; E Eitenberger; A Bleier; L Brunnbauer; A Limbeck; H Hutter; C Haisch; B Lendl; A Domínguez-Vidal; M J Ayora-Cañada
Journal:  Sci Rep       Date:  2022-01-13       Impact factor: 4.379

Review 7.  Recent Advances in Counterfeit Art, Document, Photo, Hologram, and Currency Detection Using Hyperspectral Imaging.

Authors:  Shuan-Yu Huang; Arvind Mukundan; Yu-Ming Tsao; Youngjo Kim; Fen-Chi Lin; Hsiang-Chen Wang
Journal:  Sensors (Basel)       Date:  2022-09-26       Impact factor: 3.847

8.  Non-destructive classification and prediction of aflatoxin-B1 concentration in maize kernels using Vis-NIR (400-1000 nm) hyperspectral imaging.

Authors:  Subir Kumar Chakraborty; Naveen Kumar Mahanti; Shekh Mukhtar Mansuri; Manoj Kumar Tripathi; Nachiket Kotwaliwale; Digvir Singh Jayas
Journal:  J Food Sci Technol       Date:  2020-06-06       Impact factor: 2.701

9.  Hyperspectral near infrared imaging quantifies the heterogeneity of carbon materials.

Authors:  Mikko Mäkelä; Paul Geladi
Journal:  Sci Rep       Date:  2018-07-11       Impact factor: 4.379

Review 10.  Non-Destructive Assessment of Chicken Egg Fertility.

Authors:  Adeyemi O Adegbenjo; Li Liu; Michael O Ngadi
Journal:  Sensors (Basel)       Date:  2020-09-28       Impact factor: 3.576

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