PhD Position in Deep Learning for Clinical Decision Support in Brain Imaging: Trustworthy Validation and Benchmarking
il y a 6 jours
Context and Advantages of the Position
You will work within the ARAMIS lab, which is part of Inria, the French National Institute for Research in Computer Science and Applied Mathematics, dedicated to developing new machine learning and statistical approaches for analyzing large neuroimaging and clinical data sets.
This PhD is funded as part of the Paris Artificial Intelligence Research Institute (PRAIRIE).
Research Mission
Deep learning-based analysis of brain imaging data holds great promises for assisting clinical decision in brain disorders (e.g. Alzheimer's disease, Parkinson's disease...). However, the real medical impact in terms of translation to patient care has been so far limited. Experimental results presented in research papers are most often inadequate for answering two key questions for clinical translation: i) do we have solid guarantees on the performance of the proposed approach?; ii) among different deep learning approaches, do we have strong evidence to select the one which performs best?
Our team has been a pioneer and has produced highly-cited work on reproducible and trustworthy evaluation of machine learning for computer-aided diagnosis of Alzheimer's disease. We have unveiled biased validation procedures, proposed frameworks to avoid them, performed large-scale benchmarks, and created an Open Source software platform for reproducible deep learning in brain imaging, ClinicaDL.
Key Activities
- 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.
Requirements
- 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.
Benefits
- Subsidized meals.
- Partial reimbursement of public transport costs.
- Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.).
- Possibility of teleworking and flexible organization of working hours (after 12 months of employment).
- Professional equipment available (videoconferencing, loan of computer equipment, etc.).
- Social, cultural, and sports events and activities.
- Access to vocational training.
- Social security coverage.
-
Paris, Île-de-France INRIA Temps pleinContext and Benefits of the PositionThe ARAMIS lab, part of Inria, is dedicated to developing new machine learning and statistical approaches for analyzing large neuroimaging and clinical data sets.This PhD position is funded by the Paris Artificial Intelligence Research Institute (PRAIRIE) and focuses on deep learning-based analysis of brain imaging data to...
-
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and AdvantagesWe are seeking a highly motivated PhD candidate to join our team at INRIA, working on deep learning-based analysis of brain imaging data for clinical decision support. This is a unique opportunity to contribute to a vibrant scientific, technological, clinical, and ethical environment.Research ObjectivesEnrich the...
-
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Key FeaturesINRIA is seeking a highly motivated PhD researcher to join our team in the development of new machine learning approaches for brain imaging analysis. The successful candidate will work in a vibrant scientific, technological, clinical, and ethical environment.Research ObjectivesEnrich the framework with advanced deep...
-
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThe ARAMIS lab, part of Inria, is seeking a PhD candidate to work on developing new machine learning approaches for brain imaging analysis. This position is funded by the Paris Artificial Intelligence Research Institute (PRAIRIE).Research ObjectivesEnrich the framework with advanced deep learning models,...
-
PhD in Machine Learning for Medical Imaging
Il y a 2 mois
Paris, Île-de-France INRIA Temps pleinJob Opportunity at INRIAWe are seeking a highly motivated PhD candidate to join our team at INRIA, a world-renowned research institute in computer science and applied mathematics.About the ProjectThe successful candidate will work on a PhD project focused on developing and evaluating deep learning-based methods for assisting clinical decisions in brain...
-
Deep Learning Researcher for Brain Imaging Analysis
Il y a 2 mois
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Key AspectsWe are seeking a highly motivated PhD candidate to join our team at INRIA, a world-renowned research institute in computer science and applied mathematics. The successful candidate will work in a vibrant scientific, technological, clinical, and ethical environment, contributing to the development of new machine learning...
-
Researcher in Biomedical Imaging and Machine Learning
il y a 6 jours
Paris, Île-de-France France Life Imaging Temps pleinJob DescriptionTelecom ParisTech is seeking a talented researcher to join our team in the domain of biomedical imaging and machine learning.The position will be located in the Image Processing and Understanding Group, within the Signal and Image Processing department of the Information Processing and Communication Laboratory (LTCI).The group's research...
-
Paris, Île-de-France GHU Paris Psychiatrie Neurosciences Temps pleinDeep Phenotyping of Learning and Decision-Making: A Research OpportunityWe are seeking a highly motivated postdoctoral researcher to join our team at the Institute of NeuroModulation (INM) and NeuroSpin, Paris-Saclay Campus, France. The successful candidate will contribute to the EXPLORE+ project, a collaborative effort to characterize the neural...
-
PhD/Post-doc Positions in Computational Raman Imaging
il y a 6 jours
Paris, Île-de-France France - BioImaging Temps pleinJoin Our Team in Computational Raman ImagingBackground:We are a research group at France - BioImaging, and we are seeking highly motivated researchers to join our team. Our group has been at the forefront of developing computational microscopy methods for biomedical and materials imaging. We are now looking for researchers to contribute to the development of...
-
Post-doc/PhD positions in High-Speed Raman Imaging
il y a 1 semaine
Paris, Île-de-France France - BioImaging Temps pleinJob Opportunity: Post-doc/PhD Positions in High-Speed Raman ImagingWe are seeking highly motivated and skilled researchers to join our team at the Kastler Brosset Laboratory in Paris, France. Our research focuses on developing novel methods for high-speed Raman imaging of bacteria, with a particular emphasis on compressive Raman microspectroscopy.About the...
-
Paris, Île-de-France France - BioImaging Temps pleinPhD and Post-doc positions in computational Raman imaging of bacteriaWe are seeking highly motivated and ambitious candidates to join our research team in the Complex Media Optics Lab at the Laboratoire Kastler-Brossel, ENS, Paris. The successful applicant will work on a new spectrometer layout to increase the dynamic range for imaging species at low and...
-
Inserm Chair in Neurotechnologies
il y a 4 semaines
Paris, Île-de-France France Life Imaging Temps pleinJob DescriptionThe Inserm Chair in Neurotechnologies is a prestigious research position at the INSERM-Sorbonne Université Laboratory of Biomedical Imaging (LIB). The successful candidate will join a multidisciplinary team of experts in neurosciences, mathematics, physics, biomedical engineering, and clinical research.Research FocusThe research focus of this...
-
Doctor in Medical Imaging
il y a 4 semaines
Paris, Île-de-France France Life Imaging Temps pleinJob Title: Doctor in Medical ImagingWe are seeking a highly skilled Doctor in Medical Imaging to join our team at France Life Imaging. The successful candidate will be responsible for conducting research and developing new imaging techniques to improve medical diagnosis and treatment.Job Summary:Conduct research in medical imaging to develop new techniques...
-
Postdoctoral Researcher in Brain Network Analysis
il y a 6 jours
Paris, Île-de-France RI Research Instruments GmbH Temps pleinPostdoctoral Position in Brain Network AnalysisInria's International Relations Department is offering a postdoctoral position to support international collaborations in the field of brain network analysis. We are seeking a highly motivated researcher to join a cutting-edge project focused on developing a mathematical framework for higher-order networks from...
-
PhD Position in Reinforcement Learning for Automated Driving
il y a 3 semaines
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on the development of reinforcement learning-based decision-making and planning frameworks for automated driving systems. This project aims to advance the state-of-the-art in autonomous vehicle technology, focusing on safety,...
-
PhD Position in Reinforcement Learning for Automated Driving
il y a 4 semaines
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on the development of decision-making and planning frameworks for automated driving systems using reinforcement learning (RL). The successful candidate will contribute to the design and implementation of RL-based...
-
PhD Position in Reinforcement Learning for Automated Driving
il y a 3 semaines
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on the development of reinforcement learning-based decision-making and planning frameworks for automated driving systems. This project aims to advance the state-of-the-art in autonomous vehicle technology, focusing on safety,...
-
Faculty Position in Image Modeling and Understanding
il y a 6 jours
Paris, Île-de-France France Life Imaging Temps pleinJob DescriptionType of Structure: Telecom ParisTech, a CS/EE school of Université Paris-Saclay, is seeking an Associate Professor in the domain of image modeling and understanding.The position will be located in the Image Processing and Understanding Group, within the Signal and Image Processing department of the Information Processing and Communication...
-
PhD Position in Reinforcement Learning for Automated Driving
il y a 4 semaines
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on the development of reinforcement learning-based decision-making and planning frameworks for automated driving systems. This project aims to advance the state-of-the-art in autonomous vehicle technology by developing a...
-
PhD Position in Reinforcement Learning for Automated Driving
il y a 2 semaines
Paris, Île-de-France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionWe are seeking a highly motivated PhD student to join our team at INRIA, working on the development of reinforcement learning-based decision-making and planning systems for automated driving. This project aims to advance the state-of-the-art in autonomous vehicle technology, focusing on safety, efficiency,...
