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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Professor Mahesan Niranjan
ISIS ChairEmail: mn@ecs.soton.ac.uk -
Doctor Rahman Attar
LecturerAccepting applications from PhD studentsEmail: r.attar@southampton.ac.ukTel: +44 23 8059 9615 -
Doctor Sasan Mahmoodi
Associate ProfessorMedical Image Analysis
Biometrics
Computer Vision
Email: sm3@ecs.soton.ac.ukTel: +44 23 8059 3284 -
Doctor Srinandan Dasmahapatra
Associate ProfessorEmail: sd@ecs.soton.ac.ukTel: +44 23 8059 4503 -
Professor Tony Bagnall
ProfessorTime series classification, regression and clustering
Ensemble methods
Accepting applications from PhD studentsEmail: A.J.Bagnall@soton.ac.uk -
Doctor Xiaohao Cai
Lecturer in Computer ScienceImage/signal/data processing
Computer vision
Machine learning
Accepting applications from PhD studentsEmail: X.Cai@soton.ac.ukTel: +442380593542 -
Doctor Zhanxing Zhu
Associate ProfessorMachine learning
Accepting applications from PhD studentsEmail: Z.Zhu@soton.ac.ukTel: +44 23 8059 8544 -
Doctor Zhiwu Huang
LecturerComputer Vision
Machine Learning
Generative AI
Accepting applications from PhD studentsEmail: Zhiwu.Huang@soton.ac.ukTel: +44 23 8059 1676
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