PCA-Based Super-Resolution in Transport Space

Soheil Kolouri; Gustavo K. Rohde

doi:10.1364/COSI.2015.CTh3E.2

Imaging and Applied Optics 2015
OSA Technical Digest (online) (Optica Publishing Group, 2015),
paper CTh3E.2
•https://doi.org/10.1364/COSI.2015.CTh3E.2

PCA-Based Super-Resolution in Transport Space

Soheil Kolouri and Gustavo K. Rohde

Computational Optical Sensing and Imaging 2015

Arlington, Virginia United States
7–11 June 2015
ISBN: 978-1-943580-00-2

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COSI: HIPOS II (CTh3E)

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S. Kolouri and G. K. Rohde, "PCA-Based Super-Resolution in Transport Space," in Imaging and Applied Optics 2015, OSA Technical Digest (online) (Optica Publishing Group, 2015), paper CTh3E.2.

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Abstract

In this paper, we describe a single frame super-resolution technique for reconstructing high-resolution face images from their very low-resolution counterparts. Our technique is based on learning a subspace for high-resolution images in the transport space.

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