Biography

I am a PhD researcher in Computer Science at the University of West London (UWL), supervised by Professor Massoud Zolgharni and Dr Nasim Dadashi Serej.
My doctoral work develops deep-learning point-tracking techniques that yield precise regional left-ventricular (LV) strain estimates in both synthetic benchmarks and clinical echocardiograms.

Qualifications

• Computer Science, University of West London — PhD (ongoing)
• Computer Science, University of West London — BSc (Hons), First-Class, 2022

Supervisors

Professor Massoud Zolgharni, Dr Nasim Dadashi Serej

Research Projects

• Deep-Learning Point Tracking for Regional LV Strain – creating a lightweight, coarse-to-fine neural tracker that follows myocardial landmarks through the cardiac cycle to produce accurate LV strain curves in synthetic and clinical data.

Selected Publications

• Pre-training of U-Net Encoder for Improved Keypoint Detection in Transmitral Doppler Imaging, MIDL 2024 Short Papers, 2024
• Generalized Polyp Detection from Colonoscopy Frames Using Proposed EDF-YOLO8 Network, CaPTion 2024 (LNCS 15199), 2024

Research Interests

• AI for cardiovascular ultrasound
• Learning-based point tracking & optical flow
• Regional LV strain estimation
• Synthetic-to-clinical domain adaptation
• Self-supervised & active learning in medical imaging

Teaching & Research

• Seminar teacher for BSc / MSc Computer Science at UWL.
• IntSaV researcher; co-author of MIDL & MICCAI workshop papers.