作者
Juyong Zhang, Jianmin Zheng, Jianfei Cai
发表日期
2010/6/13
研讨会论文
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
页码范围
2125-2132
出版商
IEEE
简介
Seeded image segmentation is a popular type of supervised image segmentation in computer vision and image processing. Previous methods of seeded image segmentation treat the image as a weighted graph and minimize an energy function on the graph to produce a segmentation. In this paper, we propose to conduct the seeded image segmentation according to the result of a heat diffusion process in which the seeded pixels are considered to be the heat sources and the heat diffuses on the image starting from the sources. After the diffusion reaches a stable state, the image is segmented based on the pixel temperatures. It is also shown that our proposed framework includes the RandomWalk algorithm for image segmentation as a special case which diffuses only along the two coordinate axes. To better control diffusion, we propose to incorporate the attributes (such as the geometric structure) of the image …
引用总数
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学术搜索中的文章
J Zhang, J Zheng, J Cai - 2010 IEEE Computer Society Conference on Computer …, 2010