Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization

In the uncooled infrared imaging systems, owing to the non-uniformity of the amplifier in the readout circuit, the infrared image has obvious stripe noise, which greatly affects its quality. In this study, the generation mechanism of stripe noise is analyzed, and a new stripe correction algorithm ba...

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Main Authors: Ende Wang, Ping Jiang, Xukui Hou, Yalong Zhu, Liangyu Peng
Format: Article
Language:English
Published: MDPI AG 2019-05-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/9/10/1993
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spelling doaj-03bcbb52caaf469281cbea31d0ae493d2020-11-24T21:30:09ZengMDPI AGApplied Sciences2076-34172019-05-01910199310.3390/app9101993app9101993Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient EqualizationEnde Wang0Ping Jiang1Xukui Hou2Yalong Zhu3Liangyu Peng4Shenyang Institute of Automation, Chinese Academy of Sciences, 114, Nanta Street, Shenhe District, Shenyang 110016, Liaoning, ChinaShenyang Institute of Automation, Chinese Academy of Sciences, 114, Nanta Street, Shenhe District, Shenyang 110016, Liaoning, ChinaShenyang Institute of Automation, Chinese Academy of Sciences, 114, Nanta Street, Shenhe District, Shenyang 110016, Liaoning, ChinaShenyang Institute of Automation, Chinese Academy of Sciences, 114, Nanta Street, Shenhe District, Shenyang 110016, Liaoning, ChinaShenyang Institute of Automation, Chinese Academy of Sciences, 114, Nanta Street, Shenhe District, Shenyang 110016, Liaoning, ChinaIn the uncooled infrared imaging systems, owing to the non-uniformity of the amplifier in the readout circuit, the infrared image has obvious stripe noise, which greatly affects its quality. In this study, the generation mechanism of stripe noise is analyzed, and a new stripe correction algorithm based on wavelet analysis and gradient equalization is proposed, according to the single-direction distribution of the fixed image noise of infrared focal plane array. The raw infrared image is transformed by a wavelet transform, and the cumulative histogram of the vertical component is convolved by a Gaussian operator with a one-dimensional matrix, in order to achieve gradient equalization in the horizontal direction. In addition, the stripe noise is further separated from the edge texture by a guided filter. The algorithm is verified by simulating noised image and real infrared image, and the comparison experiment and qualitative and quantitative analysis with the current advanced algorithm show that the correction result of the algorithm in this paper is not only mild in visual effect, but also that the structural similarity (SSIM) and peak signal-to-noise ratio (PSNR) indexes can get the best result. It is shown that this algorithm can effectively remove stripe noise without losing details, and the correction performance of this method is better than the most advanced method.https://www.mdpi.com/2076-3417/9/10/1993non-uniformity correctionfocal-plane arrayinfrared imagedestriping
collection DOAJ
language English
format Article
sources DOAJ
author Ende Wang
Ping Jiang
Xukui Hou
Yalong Zhu
Liangyu Peng
spellingShingle Ende Wang
Ping Jiang
Xukui Hou
Yalong Zhu
Liangyu Peng
Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
Applied Sciences
non-uniformity correction
focal-plane array
infrared image
destriping
author_facet Ende Wang
Ping Jiang
Xukui Hou
Yalong Zhu
Liangyu Peng
author_sort Ende Wang
title Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
title_short Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
title_full Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
title_fullStr Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
title_full_unstemmed Infrared Stripe Correction Algorithm Based on Wavelet Analysis and Gradient Equalization
title_sort infrared stripe correction algorithm based on wavelet analysis and gradient equalization
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2019-05-01
description In the uncooled infrared imaging systems, owing to the non-uniformity of the amplifier in the readout circuit, the infrared image has obvious stripe noise, which greatly affects its quality. In this study, the generation mechanism of stripe noise is analyzed, and a new stripe correction algorithm based on wavelet analysis and gradient equalization is proposed, according to the single-direction distribution of the fixed image noise of infrared focal plane array. The raw infrared image is transformed by a wavelet transform, and the cumulative histogram of the vertical component is convolved by a Gaussian operator with a one-dimensional matrix, in order to achieve gradient equalization in the horizontal direction. In addition, the stripe noise is further separated from the edge texture by a guided filter. The algorithm is verified by simulating noised image and real infrared image, and the comparison experiment and qualitative and quantitative analysis with the current advanced algorithm show that the correction result of the algorithm in this paper is not only mild in visual effect, but also that the structural similarity (SSIM) and peak signal-to-noise ratio (PSNR) indexes can get the best result. It is shown that this algorithm can effectively remove stripe noise without losing details, and the correction performance of this method is better than the most advanced method.
topic non-uniformity correction
focal-plane array
infrared image
destriping
url https://www.mdpi.com/2076-3417/9/10/1993
work_keys_str_mv AT endewang infraredstripecorrectionalgorithmbasedonwaveletanalysisandgradientequalization
AT pingjiang infraredstripecorrectionalgorithmbasedonwaveletanalysisandgradientequalization
AT xukuihou infraredstripecorrectionalgorithmbasedonwaveletanalysisandgradientequalization
AT yalongzhu infraredstripecorrectionalgorithmbasedonwaveletanalysisandgradientequalization
AT liangyupeng infraredstripecorrectionalgorithmbasedonwaveletanalysisandgradientequalization
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