International Display Workshops General Incorporated Association

4:00 PM - 4:20 PM

[INP5-3(Invited)] Deep Sensing - Joint Optimization of Hardware and Software for Imaging -

*Hajime Nagahara1 (1.Osaka University (Japan))

Deep sensing, Computational photography, Compressive sensing, Light field

https://doi.org/10.36463/idw.2021.1009

We propose a new framework, called “deep sensing” which models the analog layer to a neural network model, and jointly optimize the parameters in optics and sensor designs of a camera as well as reconstruction and classification models by the same training strategy. In this talk, I introduce the concept of deep sensing and show our work; compressive light field sensing, compressive video sensing, and...