Lightness enhancement method for low illumination night-time image.

Computer vision applications under low illumination, such as night-time images, possess a difficult challenge. Night-time images suffer from the loss of visibility due to inadequate illumination, which affects the performance of outdoor computer vision systems. Thus, to improve the reliability of th...

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Main Authors: Hassan, Mohd. Fikree, Adam, Tarmizi, Paramesran, Raveendran
Format: Conference or Workshop Item
Published: 2023
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Online Access:http://eprints.utm.my/107498/
http://dx.doi.org/10.1063/5.0140248
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spelling my.utm.1074982024-09-23T03:15:23Z http://eprints.utm.my/107498/ Lightness enhancement method for low illumination night-time image. Hassan, Mohd. Fikree Adam, Tarmizi Paramesran, Raveendran T Technology (General) T58.6-58.62 Management information systems Computer vision applications under low illumination, such as night-time images, possess a difficult challenge. Night-time images suffer from the loss of visibility due to inadequate illumination, which affects the performance of outdoor computer vision systems. Thus, to improve the reliability of the outdoor computer vision systems during night-time, it is essential to enhance low illumination night-time images. In this paper, we propose a lightness enhancement method that removes the night-time color cast. The proposed method compensates for the red, green, and blue color channels of the night-time image by adding a fraction of each channel to itself. Then, it averages out the compensated color channel values with the compensated mean values. It effectively removes the night-time color cast and increases the image visibility. Experiments are conducted to evaluate the effectiveness of the proposed method, and the results are compared with two night-time image enhancement methods using objective and subjective evaluations. The results show that the proposed method produced enhanced images with better image visibility than the other two methods. 2023-06-28 Conference or Workshop Item PeerReviewed Hassan, Mohd. Fikree and Adam, Tarmizi and Paramesran, Raveendran (2023) Lightness enhancement method for low illumination night-time image. In: 1st International Conference on Computational Science and Data Analytics, COMDATA 2021, Incorporating the 1st South-East Asia Workshop on Computational Physics and Data Analytics, CPDAS 2021, 21 November 2021 - 24 November 2021, Kuala Lumpur, Malaysia - Hybrid. http://dx.doi.org/10.1063/5.0140248
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology (General)
T58.6-58.62 Management information systems
spellingShingle T Technology (General)
T58.6-58.62 Management information systems
Hassan, Mohd. Fikree
Adam, Tarmizi
Paramesran, Raveendran
Lightness enhancement method for low illumination night-time image.
description Computer vision applications under low illumination, such as night-time images, possess a difficult challenge. Night-time images suffer from the loss of visibility due to inadequate illumination, which affects the performance of outdoor computer vision systems. Thus, to improve the reliability of the outdoor computer vision systems during night-time, it is essential to enhance low illumination night-time images. In this paper, we propose a lightness enhancement method that removes the night-time color cast. The proposed method compensates for the red, green, and blue color channels of the night-time image by adding a fraction of each channel to itself. Then, it averages out the compensated color channel values with the compensated mean values. It effectively removes the night-time color cast and increases the image visibility. Experiments are conducted to evaluate the effectiveness of the proposed method, and the results are compared with two night-time image enhancement methods using objective and subjective evaluations. The results show that the proposed method produced enhanced images with better image visibility than the other two methods.
format Conference or Workshop Item
author Hassan, Mohd. Fikree
Adam, Tarmizi
Paramesran, Raveendran
author_facet Hassan, Mohd. Fikree
Adam, Tarmizi
Paramesran, Raveendran
author_sort Hassan, Mohd. Fikree
title Lightness enhancement method for low illumination night-time image.
title_short Lightness enhancement method for low illumination night-time image.
title_full Lightness enhancement method for low illumination night-time image.
title_fullStr Lightness enhancement method for low illumination night-time image.
title_full_unstemmed Lightness enhancement method for low illumination night-time image.
title_sort lightness enhancement method for low illumination night-time image.
publishDate 2023
url http://eprints.utm.my/107498/
http://dx.doi.org/10.1063/5.0140248
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score 13.211869