PhD Position in Deep Learning for Medical Imaging Analysis

Autriche
Posted 10 Monaten ago

The OPTIMA lab (https://optima.meduniwien.ac.at) is offering a PhD position in the domain of Machine Learning for Medical Imaging with applications in eye care. As part of our initiative on Artificial Intelligence (AI) in Retina, the focus of the research is on building robust, reliable, and interpretable characterization of retinal pathology from 3D optical coherence tomography (OCT) images of the human eye to enable Trustworthy AI-based clinical decision support tools for retinal experts.

Research topics will be in one of the following areas: Self-supervised learning and foundation models, Uncertainty quantification and Bayesian deep learning, and Domain adaptation. The successful candidate will be immersed in an interdisciplinary environment working closely with a team of computer scientists, software engineers, and medical doctors in the fascinating field of AI in Retina. The output will have a real-world impact on the clinical management of patients suffering from retinal diseases, a leading cause of blindness today.

Representative examples of our prior work:
https://arxiv.org/abs/2307.03008https://arxiv.org/abs/2207.00458,
https://arxiv.org/abs/2308.09331v2https://arxiv.org/abs/2211.04234

The OPTIMA lab is a world-leading group in AI for retinal image analysis, based at the Medical University of Vienna, which is one of Europe’s premiere institutions for biomedical and clinical research. The lab is located at the heart of historic Vienna, which has been named the World’s Most Liveable City numerous times in a row.

Your profile

  • MSc degree or equivalent in AI, computer science,  biomedical engineering, physics or similar
  • Excellent analytical, interpersonal, as well as written and oral communication skills in English.
  • Strong programming (Python, PyTorch, JAX, TensorFlow, etc.) and applied math skills
  • Experience in machine/deep learning and statistics. Experience in computer vision, (bio)medical imaging is desirable but not a requirement.
  • Enthusiasm about the applications of AI in medicine.

We offer

  • Opportunity to work and do cutting-edge research in deep learning for medicine and healthcare.
  • Immersion into an interdisciplinary and international research environment, and a multi-cultural lab.
  • Access to extremely large multi-modal, curated, and annotated medical imaging datasets.
  • Access to a dedicated high-performance computing (HPC) cluster containing the latest generation GPUs.
  • Collaboration with several renowned academic institutions, as well as partnership with imaging device and pharmaceutical companies.

Application 
Applicants interested in machine learning for healthcare should send applications (ideally as a single PDF document)to hrvoje.bogunovic@meduniwien.ac.at with:

  • Cover letter (1-2 pages) indicating your interests and experience
  • CV
  • Academic transcripts
  • Contact details of two references

Requirements

Research Field
Computer science
Education Level
Master Degree or equivalent
Languages
ENGLISH
Level
Excellent

Additional Information

Eligibility criteria

MSc in computer science, data science, physics, biomedical engineering or equivalent

Selection process

First selection based on CV, transcripts, and the cover letter. Followed by a two stage interview process with OPTIMA team members

Additional comments

Salary is prescribed by the university wage agreement.
We are a diverse lab and encourage applications from candidates of different backgrounds, genders, ethnicities, religions, sexual orientations, and age groups

Job Features

Job CategoryDoctorat

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