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Repeat multiview panchromatic super-resolution restoration using the UCL MAGiGAN system

Tao, Y; Muller, JP; (2018) Repeat multiview panchromatic super-resolution restoration using the UCL MAGiGAN system. In: Bruzzone, L and Bovolo, F, (eds.) Image and Signal Processing for Remote Sensing XXIV. SPIE: Berlin, Germany. Green open access

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Abstract

High spatial resolution imaging data is always considered desirable in the field of remote sensing, particularly Earth observation. However, given the physical constraints of the imaging instruments themselves, one needs to be able to trade-off spatial resolution against launch mass as well as telecommunications bandwidth for transmitting data back to the Earth. In this paper, we present a newly developed super-resolution restoration system, called MAGiGAN, based on our original GPT-SRR system combined with deep learning image networks to be able to restore up to 4x higher resolution enhancement using multi-angle repeat images as input.

Type: Proceedings paper
Title: Repeat multiview panchromatic super-resolution restoration using the UCL MAGiGAN system
Event: SPIE Remote Sensing
Location: Berlin, Germany
Dates: 10 September 2018 - 13 September 2018
Open access status: An open access version is available from UCL Discovery
DOI: 10.1117/12.2500196
Publisher version: https://doi.org/10.1117/12.2500196
Language: English
Additional information: This version is the version of record. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Maths and Physical Sciences
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Maths and Physical Sciences > Dept of Space and Climate Physics
URI: https://discovery.ucl.ac.uk/id/eprint/10062106
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