Optimal Multivariate Gaussian Fitting for PSF Modeling in Two-Photon Microscopy

Abstract : Fitting multivariate Gaussian functions constitutes a fundamental task in many scientific fields. However, most of the existing approaches for performing such fitting are restricted to 2 dimensions and they cannot be easily extended to higher dimensions. One of the main applicative areas where it is necessary to go beyond the existing techniques is the modeling of Point Spread Functions in 3D imaging. In this paper, a novel variational approach is proposed to fit multivariate Gaus-sians from noisy data in arbitrary dimensions. The proposed FIGARO algorithm is applied to two-photon fluorescence microscopy where its excellent performance is demonstrated.
Type de document :
Communication dans un congrès
15 th IEEE International Symposium on Biomedical Imaging (ISBI 2018), Apr 2018, Washington DC, United States. 2018, 15 th Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI 2018). 〈10.1109/ISBI.2018.8363621〉
Liste complète des métadonnées

Littérature citée [28 références]  Voir  Masquer  Télécharger

https://hal.archives-ouvertes.fr/hal-01803413
Contributeur : Emilie Chouzenoux <>
Soumis le : mercredi 30 mai 2018 - 12:25:25
Dernière modification le : jeudi 5 juillet 2018 - 14:45:32
Document(s) archivé(s) le : vendredi 31 août 2018 - 16:40:56

Fichier

ISBI2018.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

Citation

Tim Tsz-Kit, Emilie Chouzenoux, Claire Lefort, Jean-Christophe Pesquet. Optimal Multivariate Gaussian Fitting for PSF Modeling in Two-Photon Microscopy. 15 th IEEE International Symposium on Biomedical Imaging (ISBI 2018), Apr 2018, Washington DC, United States. 2018, 15 th Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI 2018). 〈10.1109/ISBI.2018.8363621〉. 〈hal-01803413〉

Partager

Métriques

Consultations de la notice

143

Téléchargements de fichiers

46