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Unmixing dynamic PET images with a PALM algorithm

Cruz Cavalcanti, Yanna and Oberlin, Thomas and Dobigeon, Nicolas and Tauber, Clovis Unmixing dynamic PET images with a PALM algorithm. (2017) In: 25th European Signal Processing Conference (EUSIPCO 2017), 28 August 2017 - 2 September 2017 (Kos island, Greece).

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Official URL: http://doi.org/10.23919/EUSIPCO.2017.8081242

Abstract

Unmixing is a ubiquitous task in hyperspectral image analysis which consists in jointly extracting typical spectral signatures and estimating their respective proportions in the voxels, providing an explicit spatial mapping of these elementary signatures over the observed scene. Inspired by this approach, this paper aims at proposing a new framework for analyzing dynamic positron emission tomography (PET) images. More precisely, a PET-dedicated mixing model and an associated unmixing algorithm are derived to jointly estimate time-activity curves (TAC) characterizing each type of tissues, and the proportions of those tissues in the voxels of the imaged brain. In particular, the TAC corresponding to the specific binding class is expected to be voxel-wise dependent. The proposed approach allows this intrinsic spatial variability to be properly modeled, mitigated and quantified. Finally, the main contributions of the paper are twofold: first, we demonstrate that the unmixing concept is an appropriate analysis tool for dynamic PET images; and second, we propose a novel unmixing algorithm allowing for variability, which significantly improves the analysis and interpretation of dynamic PET images when compared with state-of-the-art unmixing algorithms.

Item Type:Conference or Workshop Item (Paper)
Additional Information:https://ieeexplore.ieee.org/document/8081242/
HAL Id:hal-01887888
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Institut National de la Santé et de la Recherche Médicale - INSERM (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université François-Rabelais de Tours (FRANCE)
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CAPES
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Deposited By: IRIT IRIT
Deposited On:13 Sep 2018 08:14

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