Project
I consider my research a highly inter-disciplinary activity that spans the areas of applied mathematics, computer vision and data sciences. I develop mathematical tools and computational algorithms, and apply them to solve a variety of important problems arising in image processing, machine vision, and medical imaging.
Ongoing research projects
- 2023–2025, PI, Self-supervised Deep Learning for Inverse Problems in Imaging,
Singapore MOE Tier 1 Academic Research Fund - 2022–2023, PI, Unsupervised Deep Video Restoration in Band-limited Environments,
Singapore DSO National Laboratories Research Fund - 2020–2023, PI, Interpretable Deep Learning and its Applications in Image Reconstruction/Recovery,
Singapore MOE Tier 1 Academic Research Fund
Past research projects
- 2020-2023, Co-PI, Data-driven approach to inverse problem of light transport in turbid media，
Singapore MOE Tier 2 Academic Research Fund - 2018–2022, Co-PI, Neural Network based Learning for Prediction of Dementia Subtypes，
Joint NUS-PKU research programme on data science - 2018–2021, PI, A data-driven approach to blind image restoration and applications in navigation,
Singapore MOE Tier 2 Academic Research Fund - 2017–2020, PI, Dictionary learning for big data,
Singapore MOE Tier 1 Academic Research Fund - 2017-2018, PI, Mathematical and statistical theory of imaging,
Global Alliance Programme of Cambridge, UC Berkeley and NUS - 2014–2017, Co-PI, Modeling Protein-Protein Interactions Using a Novel Knowledge-based Potential,
Singapore MOE Tier 2 Academic Research Fund - 2013–2018, Co-PI, An integrated framework to study the dynamics of biological structures,
Singapore MOE Tier 3 Academic Research Fund - 2013–2015, PI, Optimal dimensionality reduction for hyperspectral data,
Singapore DSO National Laboratories Research Fund - 2012-2015, PI, Compressed sensing and its applications in imaging and surveillance,
Singapore MOE Tier 1 Academic Research Fund - 2012–2014, Co-PI, Sparse approximation based restoration for cryo-EM images,
Singapore MOE Tier 2 Academic Research Fund - 2009–2012, PI, Theory and computation of blind motion deblurring,
Singapore MOE Tier 1 Academic Research Fund