Job Openings – PhD (4) & MSc (2)
Geometry and Machine Learning for Medical Image Analysis
➤ TOPICS:
➤ (4) PhD
➤ (2) Master's
➤ Shape Analysis for Anatomical Reconstruction (4 PhD, 2 MSc),
➤ Geometric Deep Learning for Graph-based Analysis,
➤ Uncertainty-based Learning for Image Segmentation,
➤ Probabilistic Modeling for Image Registration,
➤ Active Learning in Medical Imaging
More available. All are in Medical Image Computing, an interdisciplinary field at the intersection of Machine Learning, Computer Vision, and Medicine.
Your research will focus on discovering new geometrical aspects of anatomy and datasets. You will develop a cutting-edge expertise in Machine Learning, Computer Vision, and Medical Imaging.
➤ POSITION:
Polytechnique Montreal is one of the three largest engineering schools in Canada. Part of the University of Montreal and associated with Mila (Quebec AI Institute), Polytechique offers a thriving research environment to conduct state-of-the-art research in multiple areas, including Machine Learning, Computer Vision and Medical Image Analysis. Your new team on Shape Analysis in Medical Imaging, led by Prof Hervé Lombaert, has also ample opportunities to collaborate with the best teams in North America and Europe.
Located in vibrant Montreal, you will experience a unique blend of North American and European culture with one of the lowest cost of living on the continent. Competitive tax-free stipends can be topped up with generous awards and scholarships.
Working language is English.
➤ EDUCATION:
- Graduate degree in Mathematics, Computer Science or related field,
(experience in Machine Learning, Computer Vision, Medical Imaging — a plus).
- Strong background in Mathematics and good programming skills.
- Strong track record of top publications for postdocs.
➤ APPLYING:
Sent to [herve.lombaert@polymtl.ca]:
- Short statement of interest (Why Research? Why Montreal?)
- CV listing publications and names of two references
Job Openings – PhD (4) & MSc (2)
PhD Position in Medical Image Analysis for Knee Surgery
Improve patient outcomes and contribute to the future of image-based surgery!A PhD position is available at Polytechnique Montreal to develop cutting-edge machine-learning algorithms for medical image analysis. You will develop an expertise at the intersection of machine learning, computer vision, and healthcare. This exciting project focuses on improving the accuracy and reproducibility of knee surgery by creating innovative image-based tools for surgeons, including precise assessment of knee morphology, prosthesis position, and joint alignment.
You will develop novel geometry-based machine learning methods to:
➤ Develop generative algorithms for 3D reconstruction of knee anatomy.
➤ Automate reproducible measurements of knee morphology, prosthesis position, and joint alignment.
➤ Learn quantitative indices of prosthetic positioning for predicting surgical outcomes.
➤ Facilitate prosthetic follow-up by evaluating post-operative joint alignments.
➤ Collaborate with a clinical and industry partner to translate research into real-world solutions.
This project offers:
➤ Full funding for your PhD at Polytechnique, Mila, and CRCHUM.
➤ Opportunity to make a real-world impact on patient well-being.
➤ Training of high-demand skills in medical image analysis, computer vision, and machine learning.
➤ Collaboration with a multidisciplinary team of leading researchers, clinicians, and industrial partners.
Polytechnique Montreal:
➤ One of Canada’s top engineering schools, partnered with Mila and the CRCHUM.
➤ Unique research environment in machine learning, computer vision and medical image analysis.
➤ International collaborations with a network of leading teams in North America and Europe.
➤ Located in vibrant Montreal, with its low cost of living and unique cultural blend.
➤ Competitive funding with tax-free stipend and possibility of additional scholarships and awards.
Candidate Profile:
➤ Master's degree in Computer Science, Engineering, Physics or related field.
➤ Strong programming skills (e.g., Python, C++).
➤ Experience with machine learning and medical image analysis.
➤ Excellent communication and teamwork skills.
To Apply:
➤ Send your CV, Master’s thesis if available, and a motivation letter (1 page max) to herve.lombaert@polymtl.ca
More info at: https://shape.polymtl.ca/Join us in shaping the future of medical image analysis!