Lensless computational imaging through deep learning

• Published in: Optica Vol. 4; no. 9; p. 1117
• Main Authors: Sinha, Ayan, Lee, Justin, Li, Shuai, Barbastathis, George
• Format: Journal Article
• Language: English
• Published: United States Optical Society of America 20.09.2017
• Subjects: MATHEMATICS AND COMPUTING

Deep learning has been proven to yield reliably generalizable solutions to numerous classification and decision tasks. Here, we demonstrate for the first time to our knowledge that deep neural networks (DNNs) can be trained to solve end-to-end inverse problems in computational imaging. We experiment...