CASIA OpenIR  > 类脑智能研究中心
Pixel-wise skin colour detection based on flexible neural tree
Tao Xu; Yunhong Wang; Zhaoxiang Zhang
2013-12-12
发表期刊IET Image Processing
卷号7期号:8页码:751-761
摘要Skin colour detection plays an important role in image processing and computer vision. Selection of a suitable colour space is one key issue. The question that which colour space is most appropriate for pixel-wise skin colour detection is not yet concluded. In this study, a pixel-wise skin colour detection method is proposed based on the flexible neural tree (FNT) without considering the problem of selecting a suitable colour space. A FNT-based skin model is constructed by using large skin data sets which identifies the important components of colour spaces automatically. Experimental results show improved accuracy and false positive rates (FPRs). The structure and parameters of FNT are optimised via genetic programming and particle swarm optimisation algorithms, respectively. In the experiments, nine FNT skin models are constructed and evaluated on features extracted from RGB, YCbCr, HSV and CIE-Lab colour spaces. The Compaq and ECU datasets are used for constructing FNT-based skin model and evaluating its performance compared with other skin detection methods. Without extra processing steps, the authors method achieves state of the art performance in skin pixel classification and better performance in terms of accuracy and FPRs.
关键词Skin Computer Vision Image Colour Analysis
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13229
专题类脑智能研究中心
通讯作者Tao Xu
推荐引用方式
GB/T 7714
Tao Xu,Yunhong Wang,Zhaoxiang Zhang. Pixel-wise skin colour detection based on flexible neural tree[J]. IET Image Processing,2013,7(8):751-761.
APA Tao Xu,Yunhong Wang,&Zhaoxiang Zhang.(2013).Pixel-wise skin colour detection based on flexible neural tree.IET Image Processing,7(8),751-761.
MLA Tao Xu,et al."Pixel-wise skin colour detection based on flexible neural tree".IET Image Processing 7.8(2013):751-761.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Tao Xu]的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
百度学术
百度学术中相似的文章
[Tao Xu]的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
必应学术
必应学术中相似的文章
[Tao Xu]的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。