Medical Data Analysis
- Ocular Image Processing (Optical Coherence Tomography (OCT), OCT-Angio, Fundus, SLO)
- Brain Data Processing (fMRI, MRI)
- Radiographic Image Analysis (CT scan, X-ray images)
- Image Analysis in Neurodegenerative Diseases (Multiple Sclerosis, Neuromyelitis Optica, Alzheimer's Disease, Parkinson’s Disease)
Image Processing and Computer Vision
- Image pre-processing,, enhancement,, and Noise reduction
- Shape and texture representation
- Object recognition
- Pattern recognition
- Segmentation, Restoration, and Classification
- Graph based image processing
- Motion analysis
Machine learning / Deep Learning
- Supervised/ Unsupervise learning
- Classification and Segmentation
- Interpretability
- Data Augmentation
- Dimensionality reduction
- Feature Extraction
Time-frequency methods
- Non-Stationary data analysis
- Sparse representations
- 1D methods like STFT, Wavelet Transform, Wigner-Ville Transform
- 2D methods like Curvelets, Contourlets, Shearlets, and Bandlets
- Dictionary learning
Data Acquisition and Management
- Medical Data Acquisition
- Data Selection, Preprocessing and Querying
Data Quality Assessment
- Automatic quality monitoring
- Design of quality enhancement methods
