Foundations of Deep Learning for Scalable Computational Imaging Heriot-Watt University in United Kingdom

PhD opportunity in wireless communications and signal processing at the University of Southampton , Faculty of Engineering and Physical Sciences, in the UK. The project focuses on next-generation wireless systems and explores research areas such as integrated sensing and communications , over-the-air computation , and holographic MIMO . The work aims to develop new mathematical models, algorithms, and simulation-based evaluations for future 6G and beyond networks. Relevant methods and interests ...

Imperial College London is advertising a fully funded PhD studentship in BioMedIA / Team MIRA within Imperial College Computing, as part of the UKRI AI for Healthcare Centres (AI4Health) and co-funded by GSK . The project focuses on counterfactual image generation in healthcare , with an emphasis on developing concept-driven generative models that work without explicit causal annotations. The research will explore how to leverage large language models and vision models to build concept dictionar...

Viacheslav Borovitskiy, Assistant Professor (Machine Learning) at the University of Edinburgh , is recruiting PhD students for 2027 in the GLUEd group: Geometric Learning & Uncertainty in Edinburgh . The group works on geometric learning , uncertainty quantification , and the intersection of these areas. This is a strong fit for students interested in machine learning, geometric deep learning, and mathematically grounded approaches to uncertainty. Funding routes mentioned include the ELLIS PhD P...

PhD opportunity at the University of Southampton in deep equilibrium machine learning models for the efficient reconstruction of X-ray tomographic images . This project sits at the intersection of machine learning , computer vision , inverse problems , optimization , applied mathematics , and X-ray physics . The goal is to develop advanced AI tools that convert real X-ray measurement data into artefact-free 3D images, with a focus on realistic X-ray tomography (XCT) settings and large datasets. ...

PhD opportunity at the University of Southampton in freeform light routing in photonic circuits , supervised by Professor Marian Florescu in the Faculty of Engineering and Physical Sciences / School of Optoelectronics (ORC). This project focuses on integrated photonic circuits , optical interconnects , photonic crystals , and disordered photonics . The research aims to develop pathway-first design rules for low-loss, scalable optical routing around bends, junctions, and multi-port interconnects ...