Skin color detection by illumination estimation and normalization in shadow regions
Skin detection based on skin-color information has gained much attention because of its advantages in effective computation and rotation independent. An important challenge of skin color detection is how to detect skin color pixels located in shadow regions, which are corrupted by illuminant. In thi...
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Published in | 2010 International Conference on Information and Automation pp. 1082 - 1085 |
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Main Authors | , , , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.06.2010
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Subjects | |
Online Access | Get full text |
ISBN | 1424457017 9781424457014 |
DOI | 10.1109/ICINFA.2010.5512300 |
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Abstract | Skin detection based on skin-color information has gained much attention because of its advantages in effective computation and rotation independent. An important challenge of skin color detection is how to detect skin color pixels located in shadow regions, which are corrupted by illuminant. In this paper, we propose an illuminant independent skin color detector. The detector consists of two steps: firstly it applies a novel color restoration method to enhance shadow regions; secondly, Bayesian skin color classifier is used to detect skin color pixels in color images. The proposed color restoration method applies Retinex algorithm which based on an advanced adaptive smoothing filter to normalize illumination. Firstly the input image is convolved with some adaptive smoothing mask windows, each mask weight in any window is computed via combining measures of the illumination discontinuity at each pixel; Then, Retinex theory is used to remove illumination estimation image from original image, and achieve the result image. The proposed skin-color detector present more efficiency and promising result when images under harsh illumination conditions. The experimental results prove that the new method can increase accurate hit of skin color pixel detection and maintain real-time performance. |
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AbstractList | Skin detection based on skin-color information has gained much attention because of its advantages in effective computation and rotation independent. An important challenge of skin color detection is how to detect skin color pixels located in shadow regions, which are corrupted by illuminant. In this paper, we propose an illuminant independent skin color detector. The detector consists of two steps: firstly it applies a novel color restoration method to enhance shadow regions; secondly, Bayesian skin color classifier is used to detect skin color pixels in color images. The proposed color restoration method applies Retinex algorithm which based on an advanced adaptive smoothing filter to normalize illumination. Firstly the input image is convolved with some adaptive smoothing mask windows, each mask weight in any window is computed via combining measures of the illumination discontinuity at each pixel; Then, Retinex theory is used to remove illumination estimation image from original image, and achieve the result image. The proposed skin-color detector present more efficiency and promising result when images under harsh illumination conditions. The experimental results prove that the new method can increase accurate hit of skin color pixel detection and maintain real-time performance. |
Author | Shizhong Jiang ZhanPeng Huang Yongqiu Tu Faling Yi Guohua Chen |
Author_xml | – sequence: 1 surname: Yongqiu Tu fullname: Yongqiu Tu email: tuyongqiu@gmail.com organization: Key Unit of Modulating Liver to Treat Hyperlipemia SATCM, Guangdong Pharm. Univ., Guangzhou, China – sequence: 2 surname: Faling Yi fullname: Faling Yi email: flyi@yangtzeu.edu.cn organization: Key Unit of Modulating Liver to Treat Hyperlipemia SATCM, Guangdong Pharm. Univ., Guangzhou, China – sequence: 3 surname: Guohua Chen fullname: Guohua Chen email: gdmycgh@163.com organization: Key Unit of Modulating Liver to Treat Hyperlipemia SATCM, Guangdong Pharm. Univ., Guangzhou, China – sequence: 4 surname: Shizhong Jiang fullname: Shizhong Jiang email: jang6499@126.com organization: Key Unit of Modulating Liver to Treat Hyperlipemia SATCM, Guangdong Pharm. Univ., Guangzhou, China – sequence: 5 surname: ZhanPeng Huang fullname: ZhanPeng Huang organization: Key Unit of Modulating Liver to Treat Hyperlipemia SATCM, Guangdong Pharm. Univ., Guangzhou, China |
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Snippet | Skin detection based on skin-color information has gained much attention because of its advantages in effective computation and rotation independent. An... |
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SubjectTerms | Adaptive filters adaptive smoothing filter Bayesian methods bayesion detector Color Detectors Face detection Image restoration Lighting Pixel Retinex theory Skin skin color Smoothing methods |
Title | Skin color detection by illumination estimation and normalization in shadow regions |
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