AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE

碩士 === 大同大學 === 光電工程研究所 === 102 === According the colorimetric has been developed so far, it is better and better about presented color. However, which color expression of the color spaces would be the most outstanding and the most in line with the human eye perceives for image? In this study, Subje...

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Main Authors: Tsung-yen Yeh, 葉宗諺
Other Authors: Ray-chin Wu
Format: Others
Language:zh-TW
Published: 2014
Online Access:http://ndltd.ncl.edu.tw/handle/2z2kem
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spelling ndltd-TW-102TTU051240222019-05-15T21:32:55Z http://ndltd.ncl.edu.tw/handle/2z2kem AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE 利用ROC曲線評估色差量尺 Tsung-yen Yeh 葉宗諺 碩士 大同大學 光電工程研究所 102 According the colorimetric has been developed so far, it is better and better about presented color. However, which color expression of the color spaces would be the most outstanding and the most in line with the human eye perceives for image? In this study, Subjects examined image pairs consisting of an original and a reproduction on LCD monitor. We can get data about viewing digital color of human visual system (HVS) and refer to the distribution of error marks by the subjects as image distortion maps. The imaging distortion maps were obtained from the statistical results of the subjects’ perceptual markers. The color difference pixel by pixel between original and reproduced images for various metric RGB RMSE, CIELAB, S-CIELABΔE, CIEDE2000ΔE00, CIECAM02, ICAM06 were calculated. Based various threshold value of color difference metrics and corresponding image distortion maps, the hit rate (HR) and false alarm rate(FAR) were obtained to plot the receiver operating characteristic (ROC) curve. According the area under curve (AUC), the validity of the color difference metrics was evaluated. As the results, it is found the validity of the color difference metric for digital image is depend on the textual content. Both S-CIELAB and iCIECAM06 predictions incorporating spatial pre-processing step had better agreement with the perceptual data. Ray-chin Wu 吳瑞卿 2014 學位論文 ; thesis 94 zh-TW
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description 碩士 === 大同大學 === 光電工程研究所 === 102 === According the colorimetric has been developed so far, it is better and better about presented color. However, which color expression of the color spaces would be the most outstanding and the most in line with the human eye perceives for image? In this study, Subjects examined image pairs consisting of an original and a reproduction on LCD monitor. We can get data about viewing digital color of human visual system (HVS) and refer to the distribution of error marks by the subjects as image distortion maps. The imaging distortion maps were obtained from the statistical results of the subjects’ perceptual markers. The color difference pixel by pixel between original and reproduced images for various metric RGB RMSE, CIELAB, S-CIELABΔE, CIEDE2000ΔE00, CIECAM02, ICAM06 were calculated. Based various threshold value of color difference metrics and corresponding image distortion maps, the hit rate (HR) and false alarm rate(FAR) were obtained to plot the receiver operating characteristic (ROC) curve. According the area under curve (AUC), the validity of the color difference metrics was evaluated. As the results, it is found the validity of the color difference metric for digital image is depend on the textual content. Both S-CIELAB and iCIECAM06 predictions incorporating spatial pre-processing step had better agreement with the perceptual data.
author2 Ray-chin Wu
author_facet Ray-chin Wu
Tsung-yen Yeh
葉宗諺
author Tsung-yen Yeh
葉宗諺
spellingShingle Tsung-yen Yeh
葉宗諺
AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
author_sort Tsung-yen Yeh
title AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
title_short AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
title_full AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
title_fullStr AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
title_full_unstemmed AN ASSESSMENT OF COLOR DIFFERENCE METRICS BASE ON ROC CURVE
title_sort assessment of color difference metrics base on roc curve
publishDate 2014
url http://ndltd.ncl.edu.tw/handle/2z2kem
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