An Adaptive Thresholding Method for Facial Skin Detection in HSV Color Space

被引:0
|
作者
Zheng, Kun [1 ]
Tian, Li [1 ]
Cui, Jinling [1 ]
Liu, Junhua [1 ]
Li, Hui [1 ]
Zhou, Jing [2 ]
Zhang, Junjie [3 ]
机构
[1] Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
[2] Beijing Univ Technol, Coll Continuing Educ, Beijing 100124, Peoples R China
[3] Peoples Publ Secur Univ China, Sch Informat & Cyber Secur, Beijing 100038, Peoples R China
关键词
Skin; Image color analysis; Accuracy; Sensors; Image segmentation; Histograms; Standards; Robustness; Location awareness; Adaptation models; Adaptive thresholding; feature points; HSV color space; skin detection; FACE SEGMENTATION; CLASSIFICATION; IMAGES; MODEL;
D O I
10.1109/JSEN.2024.3506579
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Skin detection plays a crucial role in facial beautification. Traditional skin detection methods mostly use fixed thresholds within color spaces, leading to low accuracy and unsatisfactory results in facial beautification. This article proposes an adaptive thresholding method for facial skin detection in HSV color space. The method obtains the region of interest through facial feature points and then adjusts the mean of hue, saturation, and value channels in the region of interest by adding and subtracting multiples of their respective standard deviations. These adjustments are utilized to define a new threshold for skin detection and facilitate the completion of the skin detection process. The experimental results on the CelebA-HQ-img_Face+ and Helen_Face+ datasets indicate that, compared with traditional fixed threshold detection methods, multicolor space threshold skin detection method, and traditional adaptive methods, our method performs the best in pixel accuracy (PA) and intersection over union. From the results of the beautification images, our method achieves more accurate skin localization and provides effective support for facial beautification.
引用
收藏
页码:3098 / 3109
页数:12
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