CORE RESEARCH PROJECTS 

🔬 Low-Field MRI 

• Uncertainty-Aware Flow Matching for 3T-Quality MRI from Under-Sampled 0.3T Scans [In preparation]

– kaggle

• Uncertainty-Aware Low-Field MRI Reconstruction and Image Quality Enhancement from Undersampled k-Space [Passed]

– Prepared, submitted, and successfully defended upgrade viva / PhDyear2

• Low-Field Magnetic Resonance Image Enhancement using Undersampled k-Space [IEEE Access - addressing reviewer's comments] 

– kaggle

• Low-Field Magnetic Resonance Image Quality Enhancement using Undersampled k-Space and Out-of-Distribution Generalisation [Accepted]

– EUSIPCO submission (5-page paper) | arXiv / Poster / Certificate

• Direct low-field MRI super-resolution using undersampled k-space [Accepted]

– ISBI submission (4-page paper) | arXiv | kaggle | Hugging Face | PPT | demo | Certificate

• Uncertainty Quantification in Low-Field MRI Reconstruction [Passed]

– Prepared, submitted, and successfully defended upgrade viva / PhDupgrade

• Low-Field Magnetic Resonance Image Computing: A Review [In preparation] 

🧠 Causal and Generalisable Deep Learning

• Causal Transfer in Medical Image Analysis [In preparation]

• Measuring What Matters: A Causal Reliance Score for Histopathology Image Segmentation [Accepted]

– MIUA submission (15-page paper) / PPT / kaggle

🎓 POSTGRADUATE TEACHING ASSOCIATE (PTA)

Modules Supported

• COM1011 – Fundamentals of Machine Learning

• MTH1004 – Probability, Statistics & Data

• ECMM445 – Learning from Data

• Researcher Development Programme PTA

📚 PROFESSIONAL DEVELOPMENT & EXTRACURRICULAR WORK

Teaching & Pedagogy

• Learning and Teaching in Higher Education (LTHE) [Completed]

– Completing training toward the University of Exeter teaching certificate | Stage 1 | Stage 2

Technical Demonstrations & Applied AI Projects

• MRI Image Formation Demonstration (code | live demo)

• Diabetic Retinopathy Detection with Explainable AI (code | live demo)

• Brain Age Prediction Model (code)