Artificial intelligence in microscopy, photonics, and active matter
Giovanni Volpe
27 July 2022, 12:40 (CEST)
MoLE Conference 2022
Donostia/San Sebastián, Spain, 25-29 July 2022
After a brief overview of artificial intelligence, machine learning and deep learning, I will present a series of recent works in which we have employed deep learning for applications in microscopy, optical tweezers, and active matter. In particular, I will explain how we employed deep learning to enhance digital video microscopy, to perform virtual staining of tissues, to estimate the properties of anomalous diffusion, to characterize microscopic force fields, to improve the calculation of optical forces, and to characterize nanoparticles. Finally, I will provide an outlook on the future for the application of deep learning in these fields.