Project
My research is a highly interdisciplinary activity that spans applied mathematics, imaging sciences, computational vision, and machine learning. It primarily focuses on the development of mathematical tools and computational algorithms. These tools are applied to address significant challenges across the fields of vision and imaging. Ultimately, my goal is to create practical and impactful solutions with real-world applications.
Ongoing research projects
- 2023–2025, PI, Self-supervised Deep Learning for Inverse Problems in Imaging,
Singapore MOE Tier 1 Academic Research Fund
Past research projects
- 2024, PI, Test-time Deep Model Adaptation for video restoration in band-limited environments,
Singapore DSO National Laboratories 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 - 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