Deep Learning for Personalised Remarketing
For over a decade, our group (led by Dr. Yongmin Li) has been working in an extensive area of artificial intelligence and data science. Recent projects include medical imaging, bioimaging, AI-assisted tax assessment, foveated ray tracing, semantic video analysis, dynamic object modeling and image recognition. We have received numerous research awards from international conferences, professional organisations and the university. We invite talented and hard-working candidates to join us for their PhD study.
Deep Learning for Personalised Remarketing The project is aimed to investigate and develop new methods to manipulate and generate images and videos for personalised remarketing. Realistic image and video contents will be automatically generated from a user’s online profile (preferences, browsing history, shared pictures etc.) by embedding compatible items (e.g. clothes, hats, sunglasses etc) to the original pictures or videos of the user. The key methods and algorithms of the project include semantic segmentation from an input image, items (e.g. clothes) prototyping, person detection and pose estimation, effective training of Generative Adversarial Networks (GANs).
How to apply
If you are interested in applying for the above PhD topic please follow the steps below:
- Contact the supervisor by email or phone to discuss your interest and find out if you woold be suitable. Supervisor details can be found on this topic page. The supervisor will guide you in developing the topic-specific research proposal, which will form part of your application.
- Click on the 'Apply here' button on this page and you will be taken to the relevant PhD course page, where you can apply using an online application.
- Complete the online application indicating your selected supervisor and include the research proposal for the topic you have selected.
This is a self funded topic
Brunel offers a number of funding options to research students that help cover the cost of their tuition fees, contribute to living expenses or both. See more information here: https://www.brunel.ac.uk/research/Research-degrees/Research-degree-funding. The UK Government is also offering Doctoral Student Loans for eligible students, and there is some funding available through the Research Councils. Many of our international students benefit from funding provided by their governments or employers. Brunel alumni enjoy tuition fee discounts of 15%.
Meet the Supervisor(s)
- Dr. Yongmin Li received his PhD from Queen Mary, University of London, MEng and BEng from Tsinghua University, China. Before joining Brunel University London, he worked as a research scientist in the British Telecom Laboratories. Dr. Li is a Senior Member of the IEEE, and Fellow of the Higher Education Academy. His research interest covers the areas of data science, machine learning, artificial intelligence, image processing, computer vision, video analysis, medical imaging, bio-imaging, biomedical engineering, healthcare technologies, automatic control and nonlinear filtering.Together with his colleagues, he has won the Most Influential Paper over the Decade Award at MVA 2019 and Best Paper Awards at Bioimaging 2018, HIS 2012, BMVC 2007, BMVC 2001 and RATFG 2001.
We invite talented and hard-working students to join us for their PhD study. From time to time, we may have studentships available, which include an annual bursary (about £17,000 this year) plus payment of tuition fees for three years. Currently we have several projects on-going, for example, Deep Learning for Medical Imaging, Natural Language Processing for Tax Assessment, and Image/Video Content Generation for Personalised Remarketing. But any other topics within the area of artificial intelligence and data science would also be welcome. Contact me for details if interested.
Master of Science in Artificial Intelligence 2021/22:
Built on our strong international research profile (consistently ranked in the top 100 in the world, 1st in UK for H-index and Highly Cited Papers for 3 years in a row from 2018-2020, and 3rd in UK for overall performance in "the NTU Performance Ranking of Scientific Papers for World Universities", Subject: Computer Science, 2020), we offer the MSc Artificial Intelligence course with great flexibility (1 year full-time, 2 year part-time or 3 year staged study). If you are interested, apply here
. 15 Scholarships available for applicants from under-represented groups, £10,000 of each.
Related Research Group(s)
Inclusive Design - Inclusive Design Research Group at Brunel University London brings together multidisciplinary expertise to understand different factors causing exclusion, to develop methods and interventions for improvement, and to advance the knowledge of design for inclusion.