Image Enhancement and Implementation of CLAHE Algorithm and Bilinear Interpolation

Digital cameras have made it possible for people to capture many different images in their daily lives. Some pictures turn out well, while others don't. Additionally, noise causes variations in image quality. It is possible that these noises are caused by low light levels or other challenges wi...

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Vydané v:Cybernetics and systems Ročník ahead-of-print; číslo ahead-of-print; s. 1 - 13
Hlavní autori: S., Venkatesh, C., John De Britto, P., Subhashini, K., Somasundaram
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Taylor & Francis 11.11.2022
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Abstract Digital cameras have made it possible for people to capture many different images in their daily lives. Some pictures turn out well, while others don't. Additionally, noise causes variations in image quality. It is possible that these noises are caused by low light levels or other challenges with intensity. The primary goal of this proposal is to discuss ways to enhance image attributes. Using image enhancement methods, the main goal is to reduce image noise and improve image quality. HE (Histogram Equalization) is used to improve the image quality, but the results are underwhelming. Image properties are enhanced using Contrast-Limited Adaptive Histogram Equalization (CLAHE). Bilinear interpolation and the CLAHE algorithm will be used to enhance the images in the initial stages of the proposal, with the main goal being noise reduction. Second, approaches for expanding the contrast of an image have been suggested as a strategy to enhance image quality. The findings demonstrate that the suggested methodology creates great noise-free images by lowering the amount of noise in the images and boosting visual contrast.
AbstractList Digital cameras have made it possible for people to capture many different images in their daily lives. Some pictures turn out well, while others don't. Additionally, noise causes variations in image quality. It is possible that these noises are caused by low light levels or other challenges with intensity. The primary goal of this proposal is to discuss ways to enhance image attributes. Using image enhancement methods, the main goal is to reduce image noise and improve image quality. HE (Histogram Equalization) is used to improve the image quality, but the results are underwhelming. Image properties are enhanced using Contrast-Limited Adaptive Histogram Equalization (CLAHE). Bilinear interpolation and the CLAHE algorithm will be used to enhance the images in the initial stages of the proposal, with the main goal being noise reduction. Second, approaches for expanding the contrast of an image have been suggested as a strategy to enhance image quality. The findings demonstrate that the suggested methodology creates great noise-free images by lowering the amount of noise in the images and boosting visual contrast.
Author S., Venkatesh
C., John De Britto
P., Subhashini
K., Somasundaram
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  givenname: Somasundaram
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  doi: 10.1016/j.procs.2020.01.033
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  year: 2013
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  publication-title: International Journal of Engineering and Innovative Technology (IJEIT)
– volume: 8
  start-page: 271
  issue: 6
  year: 2008
  ident: CIT0004
  publication-title: International Journal of Computer Science and Network Security
– volume: 5
  start-page: 63
  year: 2018
  ident: CIT0005
  publication-title: Journal of Engineering (IOSRJEN)
– ident: CIT0003
  doi: 10.1109/SOCC.2008.4641492
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  start-page: 1
  volume-title: Proceedings of the First Conference on Visualization in Biomedical Computing
  year: 1990
  ident: CIT0010
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  doi: 10.1109/ICCV48922.2021.00250
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  doi: 10.1109/ICACAT.2018.8933665
– volume: 2
  start-page: 1
  issue: 7
  year: 2012
  ident: CIT0011
  publication-title: Intеrnаtionаl Journal of Scientific and Rеsеаrch Publications
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  doi: 10.1049/iet-ipr.2015.0150
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  doi: 10.1109/ICTSS.2013.6588092
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  start-page: 3595
  year: 2020
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  publication-title: Mukt Shabd Journal
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Snippet Digital cameras have made it possible for people to capture many different images in their daily lives. Some pictures turn out well, while others don't....
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SubjectTerms Bilinear interpolation
CLAHE algorithm
contrast stretching
noiseless image
noisy image
Title Image Enhancement and Implementation of CLAHE Algorithm and Bilinear Interpolation
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