3D localization of point source based on light field imaging and deep learning

摘要

3D localization of point source is widely used in many fields, such as bioimaging and autonomous driving fields.However, the localization is hard to perform under scattering conditions because of the diffuse effect of the scattering.We propose a novel method for 3D localization of point source under scattering conditions based on light field imagingand deep learning by only one shot. First, we introduce the description of the point source in a light field wise and how tolocalize a point source by its light field. On the basis, we elaborate on the effect of scattering on a light field and how toretrieve the location of a point source from a light field with scattering. Then, the effect of aberration on a light field willbe introduced. We also build an artificial scene and a deep learning framework to perform a 3D localization practically,and the feasibility and accuracy of our method have been evaluated.