Post-doctoral position on Multimodal Machine Learning for PET/CT and PET/MRI Image Reconstruction
il y a 8 heures
Type de structure : A two-year post-doctoral position is opened in the ANR funded MultiRecon project, a collaboration between the LaTIM in Brest, CREATIS lab in Lyon, BioMaps in Orsay, and the Poitiers University Hospital.The recruited person will by employed by CEA and affiliated to BioMaps (Orsay).Contexte et mission : Contexte et mission :Positron Emission Tomography (PET) is a medical imaging modality that measures in vivo biochemical processes that play a key role in the onset and progression of a disease. Main applications of PET are oncology, neurology and cardiology. PET is a functional modality and is always associated with a complementary anatomical modality such as X-ray Computed Tomography (CT) and Magnetic Resonance Imaging (MRI). PET images are obtained by tomographic reconstruction, which is the task of estimating an image from measurement data collected by the acquisition system. PET reconstruction is an ill-posed inverse problem and poor Signal-to-Noise Ratio (SNR) in the collected data translates into degraded image quality. While shorter acquisitions and low-dose are preferable due to time constraints and patient exposure to radiations, they result in lower SNR. The challenge of image reconstruction is therefore to reconstruct an image from a short/low-dose acquisition with acceptable noise.Recent machine learning techniques for PET reconstruction have pushed towards less noise [1]. They offer the possibility to reduce the patient dose and the acquisition time without degrading the image quality. These techniques are in their infancy and their utilization mostly limited to single modality images. Multimodal machine learning (MML) aims at buildings models that can process and relate information from multiple modalities.In the MultiRecon project we develop new machine learning reconstruction techniques for PET/CT and PET/MRI multimodal imaging systems. The hypothesis is that combining the raw data from different modalities with machine learning and deep learning based models can further reduce the noise and improve the image quality. More specifically, the candidate will:• Contribute to the development of new optimization algorithms for multimodal machine learning image reconstruction;• Integrate these optimization algorithms in the open-source CASToR reconstruction platform [2];• Apply and evaluate these techniques to PET/CT and PET/MRI data acquired by the project partners.Lieu : Multimodal Biomedical Imaging Laboratory (BioMaps), University of Paris-Saclay / French Atomic Energy Commission (CEA), Orsay, FranceContact : For more details on the position, please contact Claude Comtat (claude.comtat@universite-paris-saclay.fr) and Florent Sureau (florent.sureau@universite-paris-saclay.fr). To apply, send your CV, a cover letter and your PhD grade. #J-18808-Ljbffr
-
Orsay, France Euraxess Temps pleinOrganisation/Company CNRS Department Institut d'astrophysique spatiale Research Field Astronomy Researcher Profile First Stage Researcher (R1) Application Deadline 13 Feb 2026 - 23:59 (UTC) Country France Type of Contract Temporary Job Status Full-time Hours Per Week 35 Offer Starting Date 1 Mar 2026 Is the job funded through the EU Research Framework...
-
Orsay, France France Life Imaging Temps pleinDate de l'annonce : jeudi 10 février 2022Intitulé du poste : Post-doctoral Position in Ultrasound Imaging BioMaps CEA Paris SaclayContexte et mission : CONTEXT AND GOAL. The research project ULTRADIAPH aims to develop an ultraportable solution relying on ultrafast ultrasound (US) providing innovative biomarkers of respiratory muscle function and improving...
-
Orsay, France JobiJoba FR S2 Temps pleinL’équipe Nanobio développe de nouveaux concepts pour repousser les limites de la microscopie de durée de vie de fluorescence et de la microscopie de localisation de molécules uniques, avec pour objectif l’observation dynamique de systèmes biologiques vivants et de nanostructures. Ces travaux s’inscrivent à l’interface de la physique, de la...
-
Orsay, France JobiJoba FR S2 Temps pleinL'équipe Nanobio développe de nouveaux concepts permettant de repousser les limites de la microscopie de localisation de molécules uniques, en particulier pour permettre l'observation dynamique de cellules vivantes. En particulier, elle a récemment breveté différents concepts permettant de localiser les molécules dans une illumination structurée...
-
Orsay, France JobiJoba FR S2 Temps pleinDans le cadre du projet ERC TimeNanoLive, la mission consistera à développer une nouvelle génération de méthodes de microscopie de fluorescence visant à dépasser les limitations actuelles en temps d’acquisition pour l’imagerie à l’échelle de la molécule unique. Le projet explore des approches originales d’encodage temporel de...
-
Post-doctorant (e) (M/F)
il y a 6 jours
Orsay, France Euraxess Temps pleinOrganisation/Company CNRS Department Institut de Chimie Physique Research Field Chemistry Chemistry » Computational chemistry Researcher Profile First Stage Researcher (R1) Application Deadline 12 Feb 2026 - 23:59 (UTC) Country France Type of Contract Temporary Job Status Full-time Hours Per Week 35 Offer Starting Date 2 Mar 2026 Is the job funded through...
-
Commercial and Contract Manager
il y a 8 heures
Orsay, France Westinghouse Electric Company Temps pleinWelcome to the future of nuclear energy, where Westinghouse Electric Company is leading the field with expertise and innovation to shape the power of tomorrow. At Westinghouse, innovation is in our DNA. We are creative. We think differently. We reimagine the possible across the nuclear industry every day. We are seeking an experienced Contract Manager with...
-
Growth-Minded Software Engineer
il y a 8 heures
Orsay, France Bending Spoons Temps pleinA dynamic technology company is seeking talented individuals for full-time roles across various locations including remote. As a member of the team, you will work with a diverse set of technologies, take ownership of projects from ideation to execution, and participate in a culture of high ambition. The position offers competitive pay, professional growth...
-
Commercial and Contract Manager
il y a 2 semaines
Orsay, France W Electrique France SAS Temps plein**Welcome to the future of nuclear energy**, where Westinghouse Electric Company is leading the field with expertise and innovation to shape the power of tomorrow. At Westinghouse, innovation is in our DNA. We are creative. We think differently. We reimagine the possible across the nuclear industry every day. We are seeking an experienced Contract Manager...
-
Postdoc: Instrument Modeling for CMB Cosmology
il y a 4 jours
Orsay, France EURAXESS Ireland Temps pleinA leading research institution in France is seeking a postdoctoral researcher in cosmology. The role involves developing instrument models and using Python to simulate performance for a future space mission. Candidates should have expertise in cosmology, good coding experience, and be able to document their work effectively. This position is full-time and...
