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Position:

Type: Internship
Name (ID): Internship in Segmentation and Delineation of medical images using (deep) Holistically-nested Edge Detectors (OP-20181221-093051)
Supervised by: André RABELLO DOS ANJOS

Description:

The Idiap Research Institute invites applications for one internship position in biosignal processing. In this project, the intern will make use of Holistically-nested Edge Detectors (HED, https://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Xie_Holistically-Nested_Edge_Detection_ICCV_2015_paper.pdf) for two tasks: (i) the detection of curvilinear regions of interest in images (finger in fingervein datasets, optical disc in eye-fundus imagery) and (ii) the extraction of vessel networks in eye-fundus imagery. Specifically, we will work on the problem of multi-resolution inputs (images with different resolutions): mitigating or solving issues related to high-resolution input images provided to models trained with lower-resolution ground-truth.


The work will consist in:

  • Conducting experiments with HED networks for the tasks described above on public or locally available datasets
  • Consolidating, documenting and publishing **reproducible code** and database iterators for these tasks
  • Further developing the Bob framework (https://www.idiap.ch/software/bob) - sub-products will integrate its existing software stack

  • Ideal candidates should follow a M.Sc. program or hold a M.Sc. degree in computer science, electrical engineering or related fields. They should have a background in statistics or applied mathematics, optimisation, linear algebra and signal processing with an interest to machine learning (deep neural networks) and medical applications. Applicants are expected to have strong programming skills and be familiar with Python (tensorflow specific knowledge is a plus), shell programming, and with the Linux environment. Knowledge in C/C++ programming, image processing, and machine learning will be considered as strong assets. Shortlisted candidates may undergo a series of tests including technical reading and writing in English and programming (in Python).


    Appointment for the position is for 6 months. Salary is 2'000 CHF per month. Starting date is as soon as possible, but no later than June 2019.


    About Idiap:

    Idiap is an independent, not-for-profit, research institute recognized and funded by the Swiss Federal Government, the State of Valais, and the City of Martigny.

    Idiap offers competitive salaries and conditions at all levels in a young, high-quality, dynamic, and multicultural environment. Idiap is an equal opportunity employer and is actively involved in the "Advancement of Women in Science" European initiative. The Institute seeks to maintain a principle of open competition (on the basis of merit) to appoint the best candidate, provides equal opportunity for all candidates, and equally encourage both genders to apply.

    Idiap is located in the town of Martigny in Valais, a scenic region in the south of Switzerland, surrounded by the highest mountains of Europe, and offering exceptional quality of life, exciting recreational activities, including hiking, climbing and skiing, as well as varied cultural activities. It is within close proximity to Lausanne and Geneva. Although Idiap is located in the French part of Switzerland, English is the official working language. Free French lessons are also provided on a complimentary basis.

    For frequently asked questions (FAQs) about living in Switzerland, please go to http://www.idiap.ch/en/faq

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