Overview
Research
Research Interests
- Statistical Signal & Image Processing
- Inverse Problems
- Computational Imaging
- Enhanced & Robust Sensing
Tools & Methods
Interfacing Bayesian modelling, optimization and deep learning
- Bayesian Inference
- Variational Models
- Hierarchical Models
- Model-Based Deep Learning
- Unrolling
- Plug-and-Play
- Proximal Algorithms
- ADMM
- Diffusion Models
- VAE
Applications
01
Single-Photon Data
Robust 3D imaging, sensor fusion, event processing, depth and intensity restoration, underwater 3D imaging.
Explore →
02
Hyperspectral Imagery
Nonlinear spectral unmixing, generalized bilinear model, endmember extraction, spectral variability, robust unmixing.
Explore →
03
Wind Turbine Inspection
Wind turbine defect detection, drone imaging, few-shot detection.
Explore →
04
Materials Science
Energy-dispersive x-ray (EDX) data, multiscale modeling, robust unmixing.
Explore →
05
Medical Imaging
Functional MRI (fMRI), BOLD signal decomposition, sensor fusion, image segmentation, tumor detection.
Explore →
06
Altimetry
Coastal altimetry, delay/Doppler altimetry, modeling altimetric signals, parameter estimation, signal filtering.
Explore →