Model-Based Deep Learning with Applications to Imaging - Yonina Eldar, PhD

Explore the cutting-edge advancements in model-based deep learning and their applications to imaging in this 37-minute video lecture by Yonina Eldar, PhD. Dive into the fusion of parametric models with optimization tools to develop efficient and interpretable deep networks. Discover key topics including the Deep Learning Revolution, ISTA Algorithm, ReST, and their applications in imaging and ultrasound. Learn about innovative approaches for COVID-19 detection, SUPARCOM, and LUSIL. Gain insights into how these techniques are revolutionizing signal and image processing, offering practical solutions in various fields of electrical engineering and applied mathematics.

- Introduction
- The Deep Learning Revolution
- Talk Outline
- ISTA Algorithm
- ReST
- Applications in Imaging and Ultrasound
- Covid19 Detection
- SUPARCOM
- LUSIL
- Summary