Literature DB >> 20692121

Reconstruction of hyperspectral cutaneous data from an artificial neural network-based multispectral imaging system.

Romuald Jolivot1, Pierre Vabres, Franck Marzani.   

Abstract

The development of an integrated MultiSpectral Imaging (MSI) system yielding hyperspectral cubes by means of artificial neural networks is described. The MSI system is based on a CCD camera, a rotating wheel bearing a set of seven interference filters, a light source and a computer. The resulting device has been elaborated for in vivo imaging of skin lesions. It provides multispectral images and is coupled with a software reconstructing hyperspectral cubes from multispectral images. Reconstruction is performed by a neural network-based algorithm using heteroassociative memories. The resulting hyperspectral cube provides skin optical reflectance spectral data combined with bidimensional spatial information. This combined information will hopefully improve diagnosis and follow-up in a range of skin disorders from skin cancer to inflammatory diseases.
Copyright © 2010 Elsevier Ltd. All rights reserved.

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Year:  2010        PMID: 20692121     DOI: 10.1016/j.compmedimag.2010.07.001

Source DB:  PubMed          Journal:  Comput Med Imaging Graph        ISSN: 0895-6111            Impact factor:   4.790


  7 in total

1.  Blind source separation of ex-vivo aorta tissue multispectral images.

Authors:  July Galeano; Sandra Perez; Yonatan Montoya; Deivid Botina; Johnson Garzón
Journal:  Biomed Opt Express       Date:  2015-04-06       Impact factor: 3.732

Review 2.  Medical hyperspectral imaging: a review.

Authors:  Guolan Lu; Baowei Fei
Journal:  J Biomed Opt       Date:  2014-01       Impact factor: 3.170

Review 3.  Review on the Application of Hyperspectral Imaging Technology of the Exposed Cortex in Cerebral Surgery.

Authors:  Yue Wu; Zhongyuan Xu; Wenjian Yang; Zhiqiang Ning; Hao Dong
Journal:  Front Bioeng Biotechnol       Date:  2022-05-27

4.  Tongue tumor detection in medical hyperspectral images.

Authors:  Zhi Liu; Hongjun Wang; Qingli Li
Journal:  Sensors (Basel)       Date:  2011-12-23       Impact factor: 3.576

5.  Skin parameter map retrieval from a dedicated multispectral imaging system applied to dermatology/cosmetology.

Authors:  Romuald Jolivot; Yannick Benezeth; Franck Marzani
Journal:  Int J Biomed Imaging       Date:  2013-09-18

6.  Multispectral filter arrays: recent advances and practical implementation.

Authors:  Pierre-Jean Lapray; Xingbo Wang; Jean-Baptiste Thomas; Pierre Gouton
Journal:  Sensors (Basel)       Date:  2014-11-17       Impact factor: 3.576

7.  PET and PVC separation with hyperspectral imagery.

Authors:  Monica Moroni; Alessandro Mei; Alessandra Leonardi; Emanuela Lupo; Floriana La Marca
Journal:  Sensors (Basel)       Date:  2015-01-20       Impact factor: 3.576

  7 in total

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