Mathematically-founded Deep Learning Methods for Image Reconstruction in Compton Camera Spect

il y a 24 heures

Villeurbanne, France CREATIS - INSA de Lyon Temps plein

**Mathematically-founded deep learning methods for image reconstruction in Compton camera SPECT**:

- Réf **ABG-131684**
- Sujet de Thèse
- 05/05/2025
- Financement de l'Union européenne
- CREATIS - INSA de Lyon
- Lieu de travail- Villeurbanne - Auvergne-Rhône-Alpes - France
- Intitulé du sujet- Mathematically-founded deep learning methods for image reconstruction in Compton camera SPECT
- Champs scientifiques- Mathématiques
- Informatique
- Sciences de l’ingénieur
- Mots clés- Medical Imaging, SPECT, Compton camera, Deep Learning, Optimization

**Description du sujet**:
**Context and Objectives**

Single Particle Emission Computed Tomography (SPECT) imaging is undergoing a significant revival, driven by new clinical needs -particularly in oncology - and recent advances in detector technology. Within this context, the TomoRadio team at CREATIS is opening a fully funded three-year PhD position aimed at developing mathematically-grounded deep learning methods for image reconstruction tailored to a novel Compton camera system. This project is part of the HORIZON-EURATOM AIDER project(Advanced Imaging DEtector for targeted Radionuclide therapy), an international collaborative project between partners in France, Spain, Italy, Germany. It aims to design and validate a new Compton camera prototype along with cutting-edge image reconstruction algorithms.

**Prise de fonction**:

- 01/10/2025

**Nature du financement**:

- Financement de l'Union européenne

**Précisions sur le financement**:
**Présentation établissement et labo d'accueil**:

- CREATIS - INSA de Lyon

The thesis will be carried out in the medical imaging laboratory, in the Tomoradio team, which specialises in inverse problems for imaging. The methods developed relate to physical modelling, optimisation algorithms and their connection through deep learning. The thesis will be supervised by Voichita Maxim (full professor, CREATIS laboratory and INSA Lyon) and Etienne Testa (Senior Associate Professor, IP2I laboratory and Claude Bernard University, Lyon).

**Site web**:
**Intitulé du doctorat**:

- Traitement d'images

**Pays d'obtention du doctorat**:

- France

**Etablissement délivrant le doctorat**:

- INSTITUT NATIONAL DES SCIENCES APPLIQUEES DE LYON

**Ecole doctorale**:

- Électronique, électrotechnique, automatique (eea)- 20/06/2025

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