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Two Postdoc Positions on Deep Learning in Medical Imaging

Medical image analysis, inverse problems in medical imaging and machine learning are becoming more and more intertwined in theory as well as in applications. …

ongeveer 2 maanden geleden

Arbeidsvoorwaarden

Standplaats:
Drienerlolaan, Enschede, Overijssel
Dienstverband:
Tijdelijk contract / Tijdelijke opdracht
Uren per week:
40 - 40 uur
Salarisindicatie:
€ 3353 - € 4402 per maand
Opleidingsniveau:
Postdoctoraal

Functieomschrijving

Medical image analysis, inverse problems in medical imaging and machine learning are becoming more and more intertwined in theory as well as in applications. We are looking for two postdoctoral candidates to work on the development of new machine learning methods at the interface of mathematical imaging, inverse problems, and medical image analysis. Potential research topics include learned image reconstruction, geometric deep learning, and physics-informed neural networks for 4D imaging.

The research will be conducted in the [Applied Analysis](https://www.utwente.nl/en/eemcs/sacs/) group of the Department of Applied Mathematics of the University of Twente. We are a growing research group at the intersection of inverse problems, geometric deep learning, and physics-informed machine learning with applications in medical imaging. We closely work with collaborators in hospitals and industry and are strongly involved in activities around AI in our university's Technical Medical Center [(Techmed)](https://www.utwente.nl/en/techmed/) and Digital Society Institute [(DSI)](https://www.utwente.nl/en/digital-society/)

This position is part of a national 4TU program on [Precision Medicine](https://www.4tuprecisionmedicine.net/) that includes four technical universities and several academic hospitals. As such, you are expected to collaborate with physicians and physicists on the combination of model-driven and data-driven approaches for image formation and analysis in a range of imaging modalities, including MRI, CT, and ultrasound.

Functie-eisen

We are looking for an enthusiastic postdoctoral researcher with an interest in machine learning and medical imaging. The ideal candidate has:

  • a PhD in applied mathematics, computer science or a related field;
  • a strong publication record in international conferences and journals relating to machine learning, medical image analysis or mathematical imaging and inverse problems;
  • first-hand programming experience in libraries such as TensorFlow/PyTorch/JAX.

Conditions

Our intention is to offer a fulltime position of two years within a very stimulating scientific environment. The university offers a dynamic ecosystem with enthusiastic colleagues. The terms of employment are in accordance with the collective labor agreement for Dutch universities (CAO-NU) and include:
  • Gross salary between € 3.353 and €4.402 per month depending on experience and qualifications;
  • Excellent benefits including a holiday allowance of 8% of the gross annual salary, a year-end bonus of 8.3% and a solid pension scheme;
  • Between 29 and 41 leave days in case of full-time employment;
  • Excellent support for research and facilities for professional and personal development.
We encourage a high degree of responsibility and independence, while collaborating with close colleagues, researchers and other university staff.

Additional information

Are you interested to be part of our team? Please send your application before August 16, 2021 via the "apply now" button below, and include:
  • an application/motivation letter, emphasizing your specific interest and motivation to apply for this position;
  • a detailed CV (resume) and a publication list;
  • contact details of at least 2 referees;
  • an academic transcript of B.Sc., M.Sc. education and a 2-3 (A4) page summary of your PhD dissertation;
  • a TOEFL or IELTS score to verify sufficient mastering of the English language.
For more information about this vacancy, please contact prof.dr. C. Brune, c.brune@utwente.nl