PhD thesis Deep learning for assisting clinical decisions in brain imaging: trustworthy validat[...]
il y a 2 semaines
Intitulé du poste : PhD thesis Deep learning for assisting clinical decisions in brain imaging: trustworthy validation and benchmarkingType de structure : You will work within the ARAMIS lab at the Paris Brain Institute, one of the world top research institutes for neurosciences. The institute is ideally located at the heart of the Pitié-Salpêtrière hospital, downtown Paris.The ARAMIS lab, which is also part of Inria (the French National Institute for Research in Computer Science and Applied Mathematics), is dedicated to the development of new machine learning and statistical approaches for the analysis of large neuroimaging and clinical data sets.Contexte et mission : This PhD project aims at obtaining a general methodological and experimental framework for trustworthy and reproducible validation and benchmarking of deep learning methods in brain imaging and performing large-scale experiments.Specific objectives are as follows:- Enrich the framework with more advanced deep learning models, more tasks and more datasets- Better account for specificities of brain imaging (multiple acquisitions over time, multiple scanners, multiple hospitals, multiple datasets, multiple disorders)- Propose an adequate inferential statistics framework for both model validation and model comparison- Perform benchmarking experiments across deep learning (and also standard machine learning) models, tasks, diseases and datasets to create a new standard for the community- Demonstrate the importance of accounting for brain imaging specificities when evaluating models- Implement the approaches in open-source software, in particular ClinicaDL so that they can benefit the entire scientific communityDiplômes requis : Master or engineering degree with a specialization in machine learning.Compétences requises : Excellent background in machine learning, Excellent programming skills in Python, Strong interest for experimental aspects of machine learning, Good background in statistics, Knowledge of the specificities of computer vision and medical image processing would be a plus, Good writing skills, Good relational and communication skills, Ability to collaborate efficiently with other team members. #J-18808-Ljbffr
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Paris, France France Life Imaging Temps pleinType de structure : Paris Cardiovascular Research Center, Inserm U970, 56 rue Leblanc, 75015 ParisLab head: Professor Bertrand Tavitian / Head of PARCC-Inserm U970 : Alain TedguiEnvironment: PET-CT Mediso nanoPET; Bruker 4.7 T MRI; Supersonic Imagine Aixplorer; Animal facilities, software and computing power. RadiologyStaff: PARCC = 280, Radiology Dept = 80,...
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Paris, France France Life Imaging Temps pleinAperçu Type de structure : A postdoctoral position in multiparametric hepatic MRI is currently available at the Laboratory of Imaging Biomarkers in the Center of Research on Inflammation UMR 1149 INSERM - University Paris Diderot. The Center for Research on Inflammation Research, Inserm unit UMR1149, was created in 2014 and is distributed on the Bichat and...
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il y a 7 jours
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il y a 1 semaine
Paris, France Nabla Temps pleinContext Karavela is a neuroscience research company established in 2025 and currently based in Paris, France. We build a foundation model of the human brain relying on nextgeneration magnetic resonance. To do so, Karavela is collecting a very large MRI dataset from healthy volunteers listening to naturalistic stimuli (e.g., audiobooks, podcasts, radio...