Smoothing of digital images using the concept of diffusion process

被引:7
作者
Biswas, S [1 ]
Pal, NR [1 ]
Pal, SK [1 ]
机构
[1] INDIAN STAT INST,MACHINE INTELLIGENCE UNIT,CALCUTTA 700035,W BENGAL,INDIA
关键词
adaptive smoothing; isotropic/anisotropic diffusion; edge stretching; topography index; quality index;
D O I
10.1016/0031-3203(94)00093-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An adaptive smoothing algorithm has been described which is capable of performing various tasks, such as removing salt and pepper noise, preserving roof edges, stretching (enhancing) step edges and reducing variations in low intensity varied regions. While iteration advances, it approximates both isotropic and anisotropic heat diffusion processes in performing these tasks. A region topography index has been defined for guiding the algorithm under different situations. Further, an image quality index is proposed which provides a criterion for automatic termination of the algorithm. This criterion can also be used with other iterative smoothing algorithms. The superiority of the method over some other similar techniques has been established for both synthetic and real images.
引用
收藏
页码:497 / 510
页数:14
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