Sparse reconstruction from Multiple-Angle Total Internal Reflection Fluorescence Microscopy

Emmanuel Soubies 1 Laure Blanc-Féraud 1 Sébastien Schaub 2 Gilles Aubert 3
1 MORPHEME - Morphologie et Images
CRISAM - Inria Sophia Antipolis - Méditerranée , IBV - Institut de Biologie Valrose : U1091, SIS - Signal, Images et Systèmes
2 IBV - Institut de Biologie Valrose
3 JAD - Laboratoire Jean Alexandre Dieudonné
Abstract : Super-resolution microscopy techniques allow to overstep the diffraction limit of conventional optics. Theses techniques are very promising since they give access to the visualisation of finer structures which is of fundamental importance in biology. In this paper we deal with Multiple-Angle Total Internal Reflection Mi- croscopy (MA-TIRFM) which allows to reconstruct 3D sub-cellular structures of a single layer of ∼ 300 nm behind the glass coverslip with a high axial resolution. The 3D volume reconstruction from a set of 2D measurements is an ill-posed inverse problem and a regularization is essential. Our aim in this work is to propose a new reconstruction method for sparse structures robust to Poisson noise and background fluorescence. The sparse property of the solution can be seen as a regularization using the ' l0 norm'. In order to solve this combinatorial problem, we propose a new algorithm based on smoothed ' l0 norm' allowing minimizing a non convex energy, composed of the Kullback-Leibler divergence data term and the l0 regularization term, in a Graduated Non Convexity framework.
Keywords : High- resolution imaging Evanescent wave microscopy Image reconstruction Inverse problems
Type de document :
Communication dans un congrès
ICIP - International Conference on Image Processing, Oct 2014, Paris, France. IEEE, pp.2844 - 2848, 2014, 〈10.1109/ICIP.2014.7025575 〉
Liste complète des métadonnées

Littérature citée [14 références]  Voir  Masquer  Télécharger
https://hal.inria.fr/hal-01037895
Contributeur : Emmanuel Soubies <>
Soumis le : mercredi 23 juillet 2014 - 09:16:13
Dernière modification le : mercredi 31 janvier 2018 - 10:24:05
Document(s) archivé(s) le : mardi 25 novembre 2014 - 12:01:09

Fichier

main.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

Collections

INRIA | UNICE | I3S | INSMI | DIEUDONNE | TDS-MACS | UNIV-COTEDAZUR

Citation

Emmanuel Soubies, Laure Blanc-Féraud, Sébastien Schaub, Gilles Aubert. Sparse reconstruction from Multiple-Angle Total Internal Reflection Fluorescence Microscopy. ICIP - International Conference on Image Processing, Oct 2014, Paris, France. IEEE, pp.2844 - 2848, 2014, 〈10.1109/ICIP.2014.7025575 〉. 〈hal-01037895〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

2697

Téléchargements de fichiers

219

Contact


archive-ouverte@inria.fr