3 papers
cs.IT2025
On Inverse Problems, Parameter Estimation, and Domain Generalization
Deborah Pereg
Signal restoration and inverse problems are key elements in most real-world data science applications. In the past decades, with the emergence of machine learning methods, inversio…
eess.IV2024
One-Shot Image Restoration
Deborah Pereg
Image restoration, or inverse problems in image processing, has long been an extensively studied topic. In recent years supervised learning approaches have become a popular strateg…
eess.IV2023
Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction
Deborah Pereg
Speckle noise has long been an extensively studied problem in medical imaging. In recent years, there have been significant advances in leveraging deep learning methods for noise r…