About
As part of the Department of Electronics and Computer Science, our research includes:
Computer vision
Our image processing and computer vision ranges from techniques in pre-processing, to feature extraction and image analysis. VLC researchers have a long record in biometrics, developing work in gait and facial recognition.
VLC are developing soft biometrics, learning from human labelling to augment or even replace the automatically derived measures. We are also working in new areas related to deep convolutional neural networks and feature learning, which cross the boundary with machine learning.
Machine learning
Machine learning in our group covers a broad range of areas ranging from developing new classification and clustering tools for big data sets, to mathematical modelling of complex systems and optimisation.
Application areas include:
- biological sequence analysis
- gene regulation
- text analysis
- computer vision
- recommender systems
- combinatorial optimisation
Control
VLC researchers’ work includes behavioural approaches to:
- system theory
- system identification - particularly using structured low-rank approximations
- multidimensional systems theory
- robust nonlinear control
- iterative learning control
- adaptive control
- flow control
They use a variety of techniques from linear algebra, functional analysis, partial differential equations and commutative algebra.
People, projects and publications
People
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Mr Edisy Chan
Optimisation for Machine Learning
Nonnegative Matrix Factorisation
Email: K.W.Chan@soton.ac.uk -
Professor Eric Rogers
Professor of Control Systems Theory & DesignEmail: etar@ecs.soton.ac.ukTel: +44 23 8059 2197 -
Doctor Hansung Kim
Associate Professor3D Computer Vision
Artificial intelligence (AI) for scene understanding
Accepting applications from PhD studentsEmail: H.Kim@soton.ac.ukTel: +44 23 8059 2405 -
Ms Huahua Lin
Artificial Intelligence
Computer Vision
Planktonic Foraminifera
Email: huahua.lin@soton.ac.uk -
Mx Jay Bear
Topos theory.
Category theory.
Abstraction and meta-theories.
Email: jdh1g19@soton.ac.uk -
Professor Jonathon Hare
ProfessorMy main research interests lie in the area of representation learning;
Accepting applications from PhD studentsEmail: jsh2@soton.ac.ukTel: +44 23 8059 7678 -
Doctor Kate Farrahi
Associate Professorthe intersection of machine learning and digital health
Accepting applications from PhD studentsEmail: K.Farrahi@soton.ac.ukTel: +44 23 8059 2722 -
Ms Katy Warr
Neuromorphic computing
Low power
Continual learning
Email: K.S.Warr@soton.ac.uk -
Mr Luca Guimont
Machine learning in sports science
Email: lg5g20@soton.ac.ukTel: +44 7518397211
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