Robust Deep Learning for Medical Image Reconstruction, Ph.D. | University of Dundee | Dundee, United Kingdom
36 months
Duration
25305 GBP/year
4825 GBP/year
Unknown
Unknown
Unknown
Apply date
Unknown
Start date

About

This Robust Deep Learning for Medical Image Reconstruction project at University of Dundee focuses on the development of robust deep learning algorithms for image reconstruction in medical imaging with applications to X-ray Computed Tomography (CT) and Magnetic Resonance Imaging (MRI).

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Overview

Context of Robust Deep Learning for Medical Image Reconstruction project at University of Dundee  

Image reconstruction is an inverse problem that deals with the estimation of an image from measurement data obtained from physics-based acquisition processes. As instance, modern techniques used in oncology such as CT and MRI require fast and accurate image reconstruction algorithms to deal with incomplete data to speed-up the acquisition, noise and artefacts [1-3].

Programme Structure

  • Deep learning methods, that use for training past datasets of successfully reconstructed images together with the measurement that produced them, have been shown to produce some impressive results in image reconstruction.
  •  However, the problem with such data-driven imaging is currently the reliability of the results and robustness to model acquisition mismatch, i.e. different scanners used in training and testing which hinders the use for clinical assessment. Indeed, even small deviations in the data can result in large differences in the outcome which has devastating implications for many applications 

Key information

Duration

  • Full-time
    • 36 months

Start dates & application deadlines

Language

English
TOEFL admission requirements TOEFL® IBT
87

Delivered

On Campus

Academic requirements

We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.

English requirements

TOEFL admission requirements TOEFL® IBT
87

Other requirements

General requirements

  • Email Dr Alessandro Perelli  to:
    • Send a copy of your CV
    • Discuss your potential application and any practicalities (e.g. suitable start date).
  • After discussion with Professor Zhu, formal applications can be made via our direct application system. 
  • Tuition Fee

    To always see correct tuition fees
    • International

      25305 GBP/year
      Tuition Fee
      Based on the tuition of 25305 GBP per year during 36 months.
    • National

      4825 GBP/year
      Tuition Fee
      Based on the tuition of 4825 GBP per year during 36 months.

    Living costs for Dundee

    787 - 1494 GBP /month
    Living costs

    The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.

    Funding

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    Scholarships Information

    Below you will find PhD's scholarship opportunities for Robust Deep Learning for Medical Image Reconstruction.

    Available Scholarships

    You are eligible to apply for these scholarships but a selection process will still be applied by the provider.

    Provided by university
    Grant
    4000 GBP
    Deadline
    08 Jan 2025
    Vice Chancellor's South Asia scholarship
    Merit-based Need-based

    Read more about eligibility

    University of Dundee
    Dundee, United Kingdom
    Independent provider
    Grant
    50000 INR
    Deadline
    31 Mar 2024
    UniCreds Fly High Scholarship
    Merit-based

    Read more about eligibility

    Unicreds
    Location not available
    Independent provider
    Grant
    Various benefits
    Deadline
    30 Mar 2024
    Aga Khan Foundation International Scholarship Programme
    Merit-based

    Read more about eligibility

    Aga Khan Foundation
    Location not available
    Independent provider
    Grant
    Various benefits
    Deadline
    Not specified
    Full Support for Tuition and Costs of Living- PhD Scholarship at the University of Essex
    Merit-based

    Read more about eligibility

    Junhua Li
    Location not available
    Independent provider
    Grant
    10000 GBP
    Deadline
    10 Jun 2024
    GREAT Scholarship
    Merit-based

    Read more about eligibility

    British Council - Accreditation UK
    Location not available
    Independent provider
    Grant
    3500 USD
    Deadline
    15 Nov 2024
    ACES Scholarships
    Merit-based Need-based

    Read more about eligibility

    ACES Education Fund
    Location not available
    Independent provider
    Grant
    1652 GBP
    Deadline
    Not specified
    Commonwealth Shared Scholarship – University Bids
    Merit-based Need-based

    Read more about eligibility

    UK Foreign, Commonwealth and Development Office (FCDO)
    Location not available
    Independent provider
    Grant
    Various benefits
    Deadline
    14 Oct 2024
    Fulbright U.S. Student Program
    Merit-based Need-based

    Read more about eligibility

    U.S. government
    Location not available
    Independent provider
    Grant
    90000 AUD
    Deadline
    Not specified
    World Universities Ramsay Postgraduate Scholarship
    Merit-based Need-based

    Read more about eligibility

    The Ramsay Centre
    Location not available
    Independent provider
    Grant
    3000 USD
    Deadline
    31 Dec 2025
    Scholarship for students with disabilities
    Need-based

    Read more about eligibility

    Anonymous Hope Fund
    Location not available
    Independent provider
    Grant
    12000 USD
    Deadline
    30 Nov 2024
    Tobacco Harm Reduction Scholarship Programme
    Merit-based Need-based

    Read more about eligibility

    The Tobacco Harm Reduction Scholarship Programme
    Location not available
    Independent provider
    Grant
    1500 USD
    Deadline
    15 May 2024
    iVisa Annual Scholarship
    Merit-based

    Read more about eligibility

    iVisa
    Location not available
    Independent provider
    Grant
    1500 USD
    Deadline
    31 Mar 2024
    The Annual IELTS from 6 to 9 Scholarship
    Merit-based Need-based

    Read more about eligibility

    IELTS from 6 to 9
    Location not available
    Independent provider
    Grant
    1000 USD
    Deadline
    29 Feb 2024
    Voice Talent Online Scholarship
    Merit-based Need-based

    Read more about eligibility

    Voice Talent Online
    Location not available
    Independent provider
    Grant
    1000 USD
    Deadline
    30 Jun 2024
    $1,500 Annual Essay Writing Contest Scholarship
    Merit-based Need-based

    Read more about eligibility

    IvyPanda
    Location not available
    Independent provider
    Grant
    3000 USD
    Deadline
    Not specified
    AAPG Foundation Grants-in-Aid
    Merit-based Need-based

    Read more about eligibility

    American Association of Petroleum Geologists Foundation
    Location not available
    Independent provider
    Grant
    3000 USD
    Deadline
    Not specified
    Anonymous Hope Fund
    Merit-based Need-based

    Read more about eligibility

    Anonymous Hope Fund
    Location not available
    Independent provider
    Grant
    500 USD
    Deadline
    30 Apr 2024
    Biotin Xtreme Hair Care Annual Scholarship 2023: Empowering The Future Of Hair Care
    General Scholarships

    Read more about eligibility

    Biotin Xtreme Hair Care
    Location not available

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