Title :
A switchable light field camera architecture with Angle Sensitive Pixels and dictionary-based sparse coding
Author :
Hirsch, Michele ; Sivaramakrishnan, Sriram ; Jayasuriya, Suhada ; Wang, Aiping ; Molnar, Adrienn ; Raskar, Ramesh ; Wetzstein, Gordon
Author_Institution :
MIT Media Lab., Cambridge, MA, USA
Abstract :
We propose a flexible light field camera architecture that is at the convergence of optics, sensor electronics, and applied mathematics. Through the co-design of a sensor that comprises tailored, Angle Sensitive Pixels and advanced reconstruction algorithms, we show that-contrary to light field cameras today-our system can use the same measurements captured in a single sensor image to recover either a high-resolution 2D image, a low-resolution 4D light field using fast, linear processing, or a high-resolution light field using sparsity-constrained optimization.
Keywords :
cameras; image capture; image coding; image reconstruction; image resolution; image sensors; optimisation; advanced reconstruction algorithm; angle sensitive pixel sensor; applied mathematics; convergence; dictionary-based sparse coding; flexible light field camera architecture; high resolution 2D image; linear processing; low resolution 4D light field; sensor codesign; sensor electronics; single sensor image; sparsity constrained optimization; Cameras; Computer architecture; Image reconstruction; Image resolution; Lenses; Mathematical model; Microoptics;
Conference_Titel :
Computational Photography (ICCP), 2014 IEEE International Conference on
Conference_Location :
Santa Clara, CA
DOI :
10.1109/ICCPHOT.2014.6831813