Study of the Principal Component Analysis Method for the Correction of Images Degraded by Turbulence

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Communicated by Enric Meinhardt-Llopis
Demo edited by Tristan Dagobert

Abstract

This article analyzes and discusses a well-known paper [D. Li, R.M. Mersereau and S. Simske, IEEE Letters on Geoscience and Remote Sensing, 3:4 (2007), pp. 340-344] that applies principal component analysis in order to restore image sequences degraded by atmospheric turbulence. We propose a variant of this method and its ANSI C implementation. The proposed variant applies to image sequences acquired with short as well as long exposure times. Examples of restored images using sequences of real atmospheric turbulence are presented. The acquisition of a dataset of image sequences with real atmospheric turbulence is described and the dataset is made available for download.

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  Software Heritage Archive @softwareversion{sw-ipol.2018.47, title = {{Study of the Principal Component Analysis Method for the Correction of Images Degraded by Turbulence}}, author = {Tristan Dagobert, Yohann Tendero, Stéphane Landeau}, date = {2012-10-10}, license = {GPL-3.0-or-later}, version = {0.12}, swhid = {swh:1:dir:16115a019e742b170410a60eaa825767cfa01dd6;origin=https://doi.org/10.5201/ipol.2018.47;visit=swh:1:snp:db29777ef1f893035f03ced880018be2ba555070;anchor=swh:1:rel:79b88f4a4cf44954183f41186c72481a7826c5f1}, related = {ipol.2018.47}, relatedtype = "Reference article: https://doi.org/10.5201/ipol.2018.47" } % the biblatex-software style extension is recommended for software bibitems
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Supplementary Materials

Available datasets :

• bateau 5m: video, frames
• bateau 10m: video, frames
• bateau R: video, frames
• lena 5m: video, frames
• lena 10m: video, frames
• lena R: video, frames
• poeme 5m: video, frames
• poeme 10m: video, frames
• poeme R: video, frames
• points 5m: video, frames
• points 10m: video, frames
• points R: video, frames

History

• Note from the editor: the manuscript of the article was modified on 2022-01-01 to include information about its editors. The original version of the manuscript is available here.