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Nicolas Ducros

59
Documents

Présentation

I received an MSc in Electrical Engineering and an MSc in Biomedical Engineering, both from Strasbourg University, France, in 2006. I obtained my PhD in Electrical Engineering from Lyon University, in 2009, with a thesis on time-resolved fluorescence molecular tomography, which won the Best Thesis Award of the French Section of the IEEE EMBS. From 2009 to 2012, I held a Postdoctoral Fellowship in the Department of Physics of the Politecnico Milan in Italy, where I worked on structured light for diffuse optics. In 2013, I joined the Micro Technologies for Biology and Healthcare Division at CEA Grenoble, France, working on spectral X-ray non-destructive testing. Since 2014, I have been an Associate Professor in the Electrical Engineering Department of Lyon University and with the Biomedical Imaging Laboratory [CREATIS](https://www.creatis.insa-lyon.fr/site7/en). My research interests include medical imaging, signal and image processing, and inverse problems, with particular emphasis on single-pixel imaging and spectral computed tomography. More details on my [website](https://www.creatis.insa-lyon.fr/~ducros/WebPage/index.html)

Publications

francoise-peyrin
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Deep expectation-maximization for single-pixel image reconstruction with signal-dependent noise

Antonio Lorente Mur , Françoise Peyrin , Nicolas Ducros
IEEE Transactions on Computational Imaging, 2022, ⟨10.1109/TCI.2022.3200841⟩
Article dans une revue hal-03522038v3
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Single-Pixel Image Reconstruction from Experimental Data Using Neural Networks

Antonio Lorente Mur , Pierre Leclerc , Françoise Peyrin , Nicolas Ducros
Optics Express, 2021, 29 (11), pp.17097. ⟨10.1364/OE.424228⟩
Article dans une revue hal-03202353v2
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3D denoised completion network for deep single-pixel reconstruction of hyperspectral images

Valeriya Pronina , Antonio Lorente Mur , Juan F. P. J. Abascal , Françoise Peyrin , Dmitry Dylov
Optics Express, 2021, 29 (24), pp.39559. ⟨10.1364/OE.443134⟩
Article dans une revue hal-03428550v1
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Material Decomposition in Spectral CT using deep learning: A Sim2Real transfer approach

Juan F P J Abascal , Nicolas Ducros , Valeriya Pronina , Simon Rit , Pierre-Antoine Rodesch
IEEE Access, 2021, 9, pp.25632-25647. ⟨10.1109/ACCESS.2021.3056150⟩
Article dans une revue hal-02952707v3
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A semi nonnegative matrix factorization technique for pattern generalization in single-pixel imaging

Florian Rousset , Françoise Peyrin , Nicolas Ducros
IEEE Transactions on Computational Imaging, 2018, ⟨10.1109/TCI.2018.2811910⟩
Article dans une revue hal-01635461v2
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Time-resolved multispectral imaging based on an adaptive single-pixel camera

Florian Rousset , Nicolas Ducros , Françoise Peyrin , Gianluca Valentini , Cosimo D’andrea
Optics Express, inPress, 26 (8), ⟨10.1364/oe.26.010550⟩
Article dans une revue hal-01764280v2
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Nonlinear material decomposition using a regularized iterative scheme based on the Bregman distance

Juan F P J Abascal , F. Peyrin , Nicolas Ducros
Inverse Problems, 2018, 34 (12), ⟨10.1088/1361-6420/aae1e7⟩
Article dans une revue hal-01621265v2
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Regularization of Nonlinear Decomposition of Spectral X-ray Projection Images

Nicolas Ducros , J F P J Abascal , B Sixou , S Rit , Françoise Peyrin
Medical Physics, 2017, 44 (9), pp.e174-e187. ⟨10.1002/mp.12283⟩
Article dans une revue hal-01391538v3
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Adaptive Basis Scan by Wavelet Prediction for Single-pixel Imaging

Florian Rousset , Nicolas Ducros , Andrea Farina , Gianluca Valentini , Cosimo d'Andrea
IEEE Transactions on Computational Imaging, 2017, 3 (1), pp.36-46. ⟨10.1109/TCI.2016.2637079⟩
Article dans une revue hal-01314314v2
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Spectral CT material decomposition in the presence of poisson noise: A Kullback-Leibler approach

Tom Hohweiller , Nicolas Ducros , Françoise Peyrin , Bruno Sixou
Innovation and Research in BioMedical engineering, 2017, 38 (4), pp.214-218. ⟨10.1016/j.irbm.2017.06.002⟩
Article dans une revue hal-01557367v2
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Fluorescence diffuse optical tomography: Time-resolved versus continuous-wave in the reflectance configuration

Nicolas Ducros , Cosimo d'Andrea , Andrea Bassi , Françoise Peyrin
Innovation and Research in BioMedical engineering, 2011, 32 (4), pp.243 - 250. ⟨10.1016/j.irbm.2011.04.001⟩
Article dans une revue hal-00875236v1
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A time-domain wavelet-based approach for fluorescence diffuse optical tomography

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Chandra Sekhar Seelamantula , Michael Unser
Medical Physics, 2010, 37 (6), pp.2890-2900. ⟨10.1118/1.3431571⟩
Article dans une revue hal-00872926v1
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A comprehensive study of the use of temporal moments in time-resolved diffuse optical tomography: part I. Theoretical material

N. Ducros , L. Hervé , A. da Silva , J.-M. Dinten , F. Peyrin
Physics in Medicine and Biology, 2009, 54 (23), pp.7089-7105. ⟨10.1088/0031-9155/54/23/004⟩
Article dans une revue hal-00872352v1
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A comprehensive study of the use of temporal moments in time-resolved diffuse optical tomography: part II. Three-dimensional reconstructions

Nicolas Ducros , Anabela da Silva , Lionel Hervé , Jean-Marc Dinten , Françoise Peyrin
Physics in Medicine and Biology, 2009, 54 (23), pp.7107-7119. ⟨10.1088/0031-9155/54/23/005⟩
Article dans une revue hal-00872899v1
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Approximations of the measurable quantity in diffuse optical problems: theoretical analysis of model deviations

N. Ducros , Anabela da Silva , J.-M. Dinten , F. Peyrin
Journal of the Optical Society of America. A Optics, Image Science, and Vision, 2008, 25 (5), pp.1174--1180. ⟨10.1364/JOSAA.25.001174⟩
Article dans une revue hal-00872351v1

A fast computational approach for high spectral resolution imaging

Laurent Mahieu-Williame , Antonio Lorente-Mur , Valeriya Pronina , Bruno Montcel , Françoise Peyrin
Unconventional Optical Imaging III, Apr 2022, Strasbourg, France. pp.27, ⟨10.1117/12.2620695⟩
Communication dans un congrès hal-03923472v1
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Deep expectation-maximization for image reconstruction from under-sampled Poisson data

Antonio Lorente Mur , Paul Bataille , F Peyrin , Nicolas Ducros
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), Apr 2021, Nice, France. pp.1535-1539, ⟨10.1109/ISBI48211.2021.9433805⟩
Communication dans un congrès hal-02944869v2
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A residual U-Net network with image prior for 3D image denoising

Juan F P J Abascal , S Bussod , N. Ducros , S. Si-Mohamed , P. Douek
28th European Signal Processing Conference (EUSIPCO), Jan 2021, Amsterdam, Netherlands. ⟨10.23919/Eusipco47968.2020.9287607⟩
Communication dans un congrès hal-02500664v1
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Material decomposition problem in spectral CT: a transfer deep learning approach

Juan F P J Abascal , N. Ducros , V Pronina , S Bussod , A. Hauptmann
2020 IEEE 17th International Symposium on Biomedical Imaging Workshops, Apr 2020, Iowa City, United States. ⟨10.1109/ISBIWorkshops50223.2020.9153440⟩
Communication dans un congrès hal-02587658v1
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Deep neural networks for single-pixel compressive video reconstruction

Antonio Lorente Mur , Bruno Montcel , Françoise Peyrin , Nicolas Ducros
Unconventional Optical Imaging II, Apr 2020, Online Only, France. pp.27, ⟨10.1117/12.2553326⟩
Communication dans un congrès hal-02547800v1
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Recurrent Neural Networks for Compressive Video Reconstruction

Antonio Lorente Mur , Françoise Peyrin , Nicolas Ducros
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), Apr 2020, Iowa City, United States. pp.1651-1654, ⟨10.1109/ISBI45749.2020.9098327⟩
Communication dans un congrès hal-02342749v2
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A Completion Network for Reconstruction from Compressed Acquisition

Nicolas Ducros , A Lorente Mur , F. Peyrin
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), Apr 2020, Iowa City, United States. pp.619-623, ⟨10.1109/ISBI45749.2020.9098390⟩
Communication dans un congrès hal-02342766v2

Human Knee Phantom for Spectral CT: Validation of a Material Decomposition Algorithm

S Bussod , J F P J Abascal , N. Ducros , C. Olivier , S. Si-Mohamed
ISBI IEEE International Symposium on Biomedical Imaging, Apr 2019, Venise, Italy
Communication dans un congrès hal-02068517v1
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An ADMM Algorithm for Constrained Material Decomposition in Spectral CT

Tom Hohweiller , Nicolas Ducros , Françoise Peyrin , Bruno Sixou
EUSIPCO, Sep 2018, Rome, Italy
Communication dans un congrès hal-01909643v1

Généralisation de motifs pour l’imagerie computationnelle

Florian Rousset , Nicolas Ducros , Françoise Peyrin
Journées Imagerie Optique Non Conventionnelle - 13 ème édition, 2018, Paris, France
Communication dans un congrès hal-01925899v1
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A Constrained Gauss-Newton Algorithm for Material Decomposition in Spectral Computed Tomography

Tom Hohweiller , Nicolas Ducros , Françoise Peyrin , Bruno Sixou
ISBI 2018 IEEE International Symposium on Biomedical Imaging, IEEE, Apr 2018, Washington, United States. ⟨10.1109/ISBI.2018.8363587⟩
Communication dans un congrès hal-01825613v1

FLUORESCENCE LIFETIME IMAGING USING A MULTISPECTRAL TIMERESOLVED WAVELET-BASED SINGLE PIXEL IMAGING SYSTEM

Florian Rousset , Nicolas Ducros , Andrea Farina , Cosimo d'Andrea , Françoise Peyrin
Recherche en Imagerie et Technologies pour la Santé (RITS) 2017, Mar 2017, Lyon, France
Communication dans un congrès hal-01505228v1

Prise en compte de contraintes expérimentales dans la conception de motifs pour caméra mono-pixel

Florian Rousset , Nicolas Ducros , Françoise Peyrin
Journées Co-conception du Gdr ISIS, 2017, Paris, France
Communication dans un congrès hal-01925902v1
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Décomposition en base de matériau en imagerie x spectrale: utilisation de la distance de Kullback-Leibler

Tom Hohweiller , Nicolas Ducros , Françoise Peyrin , Bruno Sixou
Recherche en Imagerie et Technologies pour la Santé (RITS) 2017, Mar 2017, Lyon, France
Communication dans un congrès hal-01505225v1

Acquisitions adaptatives multispectrales et résolues en temps par une caméra mono-pixel

Florian Rousset , Nicolas Ducros , Gianluca Valentini , Andrea Farina , Cosimo d'Andrea
Journées Imagerie Optique Non Conventionnelle - 12 ème édition, 2017, Paris, France
Communication dans un congrès hal-01925904v1

Time-resolved wavelet- based acquisitions using a single pixel camera

Florian Rousset , Nicolas Ducros , Andrea Farina , Gianluca Valentini , Cosimo d'Andrea
SPIE Photonics West – BIOS 2017, Jan 2017, San Francisco, United States. in press
Communication dans un congrès hal-01466185v1
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A Kullback-Leibler approach for 3D reconstruction of spectral CT data corrupted by Poisson noise

Tom Hohweiller , Nicolas Ducros , Françoise Peyrin , Bruno Sixou
SPIE: Optics + Photonics, Aug 2017, San Diego, United States
Communication dans un congrès hal-01557381v2

Imagerie X spectrale: décomposition en base de matériaux par calibration polynomiale

Nicolas Ducros , Odran Pivot , Simon Rit , Jean Michel Létang , Juan F P J Abascal
Recherche en Imagerie et Technologies pour la Santé (RITS) 2017, Mar 2017, Lyon, France
Communication dans un congrès hal-01504949v1
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Sparse reconstruction methods in x-ray CT

Juan F P J Abascal , Monica Abella , Cyril Mory , Nicolas Ducros , Claudia de Molina
Developments in X-Ray Tomography XI, Aug 2017, San Diego, United States. ⟨10.1117/12.2272711⟩
Communication dans un congrès hal-01737088v1

Plateforme didactique mutualisée de travaux pratiques en instrumentation et imagerie biomédicale

David Rousseau , Bonet Axel , Bruno Montcel , Cédric Ray , Kevin Tse Ve Koon
12ème édition du colloque du Club EEA consacré à l'Enseignement des Technologies de l'Information et des Systèmes - CETSIS 2017, May 2017, Le Mans, France
Communication dans un congrès hal-01598498v1
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Non-linear regularized decomposition of spectral x-ray projection images

Nicolas Ducros , Simon Rit , Bruno Sixou , Françoise Peyrin
The 4th International Conference on Image Formation in X-Ray Computed Tomography, Jul 2016, Bamberg, Germany
Communication dans un congrès hal-01437463v1
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Adaptive Acquisitions In Biomedical Optical Imaging Based on Single pixel Camera: Comparison With Compressive Sensing

Florian Rousset , Nicolas Ducros , Andrea Farina , Gianluca Valentini , Cosimo d'Andrea
International Symposium on Biomedical Imaging: From Nano to Macro (ISBI 2016), Apr 2016, Prague, Czech Republic
Communication dans un congrès hal-01288056v1

Acquisition adaptative pour single-pixel caméra : comparaison avec l’acquisition comprimée

Florian Rousset , Nicolas Ducros , Andrea Farina , Cosimo d'Andrea , Françoise Peyrin
Journées Imagerie Optique Non Conventionnelle - 11 ème édition, Mar 2016, Paris, France
Communication dans un congrès hal-01482575v1

Acquisition adaptative pour single-pixel caméra : comparaison avec l’acquisition comprimée

Florian Rousset , Nicolas Ducros , Andrea Farina , Cosimo d'Andrea , Françoise Peyrin
Journées Imagerie Optique Non Conventionnelle - 11 ème édition, Mar 2016, Paris, France
Communication dans un congrès hal-01484075v1

Single-pixel camera : stratégie d'acquisition non linéaire basée sur les ondelettes

Florian Rousset , Nicolas Ducros , Françoise Peyrin
Journées Imagerie Optique Non Conventionnelle - 10 ème édition, 2015, Paris, France
Communication dans un congrès hal-01925912v1
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Single pixel camera: an acquisition strategy based on the non-linear wavelet approximation

Florian Rousset , Nicolas Ducros , Cosimo d'Andrea , Françoise Peyrin
EMBC 2015, Aug 2015, Milan, Italy
Communication dans un congrès hal-01217883v1
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A simulation framework for spectral X-Ray imaging : application to the quantification of iodine in a thorax phantom

Nicolas Ducros , Razmig Kéchichian , Sébastien Valette , Philippe Douek , Françoise Peyrin
Journées RITS 2015, Mar 2015, Dourdan, France. pp 148-149
Communication dans un congrès inserm-01155017v1
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A wavelet-based non-linear acquisition strategy for single pixel camera acquisitions

Florian Rousset , Nicolas Ducros , Cosimo d'Andrea , Françoise Peyrin
Journées RITS 2015, Mar 2015, Dourdan, France. pp 144-145
Communication dans un congrès inserm-01155016v1

Transformée en ondelettes pour la tomographique diffusive de fluorescence résolue en temps

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Francoise Peyrin
Septième colloque OPTDIAG DIAGNOSTIC ET IMAGERIE OPTIQUES EN MEDECINE, May 2009, paris, France
Communication dans un congrès hal-00413258v1

Impact of the Measurement Model Deviations on Fluorescence Diffuse Optical Tomography

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Francoise Peyrin
European Conferences On Biomedical Optics (ECBO), Jun 2009, munich, Germany. pp.73690T
Communication dans un congrès hal-00413251v1

Tomographie optique diffuse de fluorescence : apport d'une transformation en ondelettes des mesures temporelles

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Francoise Peyrin
ème édition des Journées «Imagerie optique non conventionnelle », Mar 2009, paris, France
Communication dans un congrès hal-00413257v1

ime resolved fluorescence diffuse optical tomography using multi-resolution exponential B-splines

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Chandra Sekhar Seelamantula , Michael Unser
6th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Jun 2009, boston, United States. pp.157-160
Communication dans un congrès hal-00413256v1

Fluorescence diffuse optical tomography: A simulation-based study comparing time-resolved and continuous wave reconstructions performances

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Françoise Peyrin
2008 5th IEEE International Symposium on Biomedical Imaging (ISBI 2008), May 2008, Paris, France. ⟨10.1109/ISBI.2008.4541014⟩
Communication dans un congrès hal-01925833v1

Continuous Wave and Time-Resolved Fluorescence Diffuse Optical Tomography: Comparison for different Lifetimes and Optical Properties

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Françoise Peyrin
Biomedical Optics, 2008, St. Petersburg, United States. ⟨10.1364/BIOMED.2008.BMD25⟩
Communication dans un congrès hal-01925832v1

A simulation-based study of reconstruction in Time-resolved Fluorescence Diffuse Optical Tomography in Cylindrical geometry

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Françoise Peyrin
2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2007, Lyon, France. ⟨10.1109/IEMBS.2007.4352871⟩
Communication dans un congrès hal-01925834v1

Tomographie de Fluorescence Résolue en Temps en géométrie Cylindrique

Nicolas Ducros , Anabela da Silva , Jean-Marc Dinten , Francoise Peyrin
Septième colloque OPTDIAG DIAGNOSTIC ET IMAGERIE OPTIQUES EN MEDECINE, 2007, paris, France
Communication dans un congrès hal-01925918v1

Décomposition en base de matériaux à partir de données issues du scanner spectral PIXSCAN-FLI

Nicolas Ducros , Odran Pivot , Mathieu Dupont , Jean Michel Létang , Simon Rit
2ème congrès national d'imagerie du vivant CNIV 2017, Nov 2017, Paris, France. 2017
Poster de conférence hal-01744888v1

Material decomposition using the PIXSCAN-FLI spectral micro-CT

Nicolas Ducros , Odran Pivot , Dupont M. , Olga Kochebina , Jean Michel Létang
IEEE NSS MIC RTSD 2017 Conference, Oct 2017, Atlanta, United States. pp.#2987, 2017
Poster de conférence hal-01743323v1

Technique de factorisation en matrices semi non-négatives pour acquisition d’images par caméra mono-pixel

Florian Rousset , Nicolas Ducros , Françoise Peyrin
XXVIème colloque Gretsi 2017, Sep 2017, Juan-Les-Pins, France. 2017
Poster de conférence hal-01598065v1

Nonlinear material decomposition using a regularized iterative scheme based on the Bregman distance

Juan F P J Abascal , Nicolas Ducros , Simon Rit , Françoise Peyrin
IMA Conference on Inverse Problems from Theory to Application, Sep 2017, Cambridge, United Kingdom. 2017
Poster de conférence hal-01745711v1

NONLINEAR MATERIAL DECOMPOSITION FOR X-RAY SPECTRAL IMAGING USING A BREGMAN ITERATIVE APPROACH

Juan F P J Abascal , Nicolas Ducros , Simon Rit , Bruno Sixou , Françoise Peyrin
Recherche en Imagerie et Technologies pour la Santé (RITS) 2017, Mar 2017, Lyon, France
Poster de conférence hal-01505326v1

Acquisitions adaptatives multispectrales et résolues en temps par une caméra mono-pixel

Florian Rousset , Nicolas Ducros , Andrea Farina , G. Valentini , Cosimo d'Andrea
Journées Imagerie Optique Non Conventionnelle - 12ème édition, Mar 2017, Paris, France. 2017
Poster de conférence hal-01598415v1