Sub-pixel Layout for Super-Resolution with Images in the Octic Group
13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part I
Main Authors: | , , , , , , , |
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Other Authors: | , , |
Format: | Article |
Language: | English |
Published: |
Springer-Verlag Berlin Heidelberg,
2015-01-13T20:59:35Z.
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Subjects: | |
Online Access: | Get fulltext |
Summary: | 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part I This paper presents a novel super-resolution framework by exploring the properties of non-conventional pixel layouts and shapes. We show that recording multiple images, transformed in the octic group, with a sensor of asymmetric sub-pixel layout increases the spatial sampling compared to a conventional sensor with a rectilinear grid of pixels and hence increases the image resolution. We further prove a theoretical bound for achieving well-posed super-resolution with a designated magnification factor w.r.t. the number and distribution of sub-pixels. We also propose strategies for selecting good sub-pixel layouts and effective super-resolution algorithms for our setup. The experimental results validate the proposed theory and solution, which have the potential to guide the future CCD layout design with super-resolution functionality. United States. Air Force (Assistant Secretary of Defense for Research & Engineering Contract #FA8721-05-C-0002) SUTD-MIT International Design Centre (Joint Postdoctoral Programme) Singapore University of Technology and Design (SUTD StartUp Grant ISTD 2011 016) Singapore. Ministry of Education (MOE Academic Research Fund MOE2013-T2-1-159) |
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