Brightness Preserving Enhancement for Dental Digital X-ray Images Based on Entropy and Histogram Analysis
Enhancing dental x-ray images could be of great importance in helping the dentist for proper diagnosis. Image enhancement by histogram equalization, log transform, gamma correction for multiple gamma values, and contrast limited adaptive histogram equalization (CLAHE) were considered. Matlab 2015 wa...
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Published in | 淡江理工學刊 Vol. 22; no. 1; pp. 187 - 194 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
淡江大學
01.01.2019
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Subjects | |
Online Access | Get full text |
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Abstract | Enhancing dental x-ray images could be of great importance in helping the dentist for proper diagnosis. Image enhancement by histogram equalization, log transform, gamma correction for multiple gamma values, and contrast limited adaptive histogram equalization (CLAHE) were considered. Matlab 2015 was used to perform all the enhancement tasks. Dental x-rays images (periapical images) were obtained from a dataset published on the internet. It is preferred to preserve the x-ray images brightness so that the dentist can still use it for diagnosis with gray levels as close as possible to the originals. The CLAHE image enhancement, with eight rows and eight columns with clip limit of 0.01, proves to be the best. Two metrics were used for deciding the best enhancement, the entropy, looking for the highest obtained entropy, and the flatness of the resulted histogram. Eye inspection agrees with the metrics used. |
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AbstractList | Enhancing dental x-ray images could be of great importance in helping the dentist for proper diagnosis. Image enhancement by histogram equalization, log transform, gamma correction for multiple gamma values, and contrast limited adaptive histogram equalization (CLAHE) were considered. Matlab 2015 was used to perform all the enhancement tasks. Dental x-rays images (periapical images) were obtained from a dataset published on the internet. It is preferred to preserve the x-ray images brightness so that the dentist can still use it for diagnosis with gray levels as close as possible to the originals. The CLAHE image enhancement, with eight rows and eight columns with clip limit of 0.01, proves to be the best. Two metrics were used for deciding the best enhancement, the entropy, looking for the highest obtained entropy, and the flatness of the resulted histogram. Eye inspection agrees with the metrics used. |
Author | Mazin N. Farhan Nasseer M. Basheer Hassan M. Qassim |
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Keywords | Histogram Equalization CLAHE Dental X-ray Enhancement Image Entropy Periapical Image Gamma Correction Log Transform |
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Title | Brightness Preserving Enhancement for Dental Digital X-ray Images Based on Entropy and Histogram Analysis |
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