Fast unsupervised texture segmentation using Texel similarity map

	Fast unsupervised texture segmentation using Texel similarity map
	Wang, Xiaoyan; Yang, Minghao; Xia, Ming; Zhan, Yongsong; Shi, Lihui; Ma, Chuanyan; Tao, Jianhua; Chen, Shengyong
发表期刊	JOURNAL OF MODERN OPTICS
	2015
卷号	62 期号:15 页码:1211-1222
文章类型	Article
摘要	Unsupervised texture segmentation is a challenging topic in computer vision. It is difficult to obtain boundaries of texture regions automatically in real-time, especially for cluttered images. This paper presents a new fast unsupervised texture segmentation method. First, the Texel similarity map (TSM) is used to compare the changes of intensity and gray level of neighboring pixels to determine whether they are identical. Then, a scheme called multiple directions integral images (MDII) is proposed to quickly evaluate the TSM. With the aid of MDII, one pixel's similarity value can be computed in constant time. Finally, the proposed segmentation method is tested on both artificial texture and natural images. Experimental results show that the proposed method performs well on a wide range of images, and outperforms state-of-the-art method on segmentation speed.
关键词	Unsupervised Texture Segmentation Texel Similarity Map Multiple Directions Integral Images Image Processing
WOS标题词	Science & Technology ; Physical Sciences
关键词[WOS]	VISUAL-PERCEPTION ; OBJECT DETECTION ; GABOR FILTERS ; INFORMATION ; ALGORITHM ; FEATURES
收录类别	SCI
语种	英语
WOS研究方向	Optics
WOS类目	Optics
WOS记录号	WOS:000359164500003
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/40858
专题	多模态人工智能系统全国重点实验室_智能交互
推荐引用方式 GB/T 7714	Wang, Xiaoyan,Yang, Minghao,Xia, Ming,et al. Fast unsupervised texture segmentation using Texel similarity map[J]. JOURNAL OF MODERN OPTICS,2015,62(15):1211-1222.
APA	Wang, Xiaoyan.,Yang, Minghao.,Xia, Ming.,Zhan, Yongsong.,Shi, Lihui.,...&Chen, Shengyong.(2015).Fast unsupervised texture segmentation using Texel similarity map.JOURNAL OF MODERN OPTICS,62(15),1211-1222.
MLA	Wang, Xiaoyan,et al."Fast unsupervised texture segmentation using Texel similarity map".JOURNAL OF MODERN OPTICS 62.15(2015):1211-1222.