In between structure and texture: Strexture

Primary supervisor

Additional information

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Funding

  • Self-Funded Students Only
If you have the correct qualifications and access to your own funding, either from your home country or your own finances, your application to work with this supervisor will be considered.

Project description

If we have a set of images of different examples of the same basic object (human brains, human faces, cars etc), then there are already ways to automatically locate the common structure across the images. So for faces, the basic structure of two eyes with a nose in between, mouth below the nose, and chin below that, is common to all normal human faces. This commonality of structure can be detected, and then used to investigate the way that the exact shape of the face changes between individuals (identity), and how it changes for a single individual (expression). Similar investigations can be applied to complicated biological structures such as brains, and can help elucidate the difference between populations (normals compared to schizophrenics, say), as well as the way degenerative diseases such as dementia alter the brain structure.

However, if we consider a different biological structure, for example beech trees, we see that although there are patterns of branching common to all beech trees (and different to, say, oak trees), this does not mean that the exact pattern of branching is the same for any two beech trees. We hence have a class of variation/similarity which is halfway between the strictly invariant structure considered above, and the more general variation that can be considered as texture. This has been given the name of strexture.

The aim of this project is to find ways of describing and modelling strexture, and its variation across populations. This is important in various biomedical applications. One exemplar which will be used during this project is the pictures of the vasculature in the human eye (retinograms). This has some regularity between individuals, somewhat like beech trees compared to oaks. It is an important test case, since retinograms are used in screening for diabetic retinopathy, the leading cause of irreversible blindness in the western world.

Person specification

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Essential

Applicants will be required to evidence the following skills and qualifications.

  • This project requires mathematical engagement and ability substantially greater than for a typical Computer Science PhD. Give evidence for appropriate competence, as relevant to the project description.
  • You must be capable of performing at a very high level.
  • You must have a self-driven interest in uncovering and solving unknown problems and be able to work hard and creatively without constant supervision.

Desirable

Applicants will be required to evidence the following skills and qualifications.

  • You will possess determination (which is often more important than qualifications) although you'll need a good amount of both.
  • You will have good time management.

General

Applicants will be required to address the following.

  • Discuss your final year Undergraduate project work - and if appropriate your MSc project work.
  • How well does your previous study prepare you for undertaking Postgraduate Research?
  • Comment on your transcript/predicted degree marks, outlining both strong and weak points.
  • Why do you believe you are suitable for doing Postgraduate Research?
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