Title :
Improvement of a nonlinear image interpolation method based on heat diffusion equation
Author :
Chen, Xiao-Qiang ; Zhang, Jun ; Wu, Le-Nan
Author_Institution :
Dept. of Radio Eng., Southeast Univ., Nanjing, China
Abstract :
Recently many nonlinear interpolation schemes for images have produced images of higher resolution than those produced by linear techniques. But smoothness still exists, especially on edges. The smoothing process can be described as a traditional heat diffusion equation. In this paper, this equation is combined with an improved edge-directed interpolation method to improve visual quality in terms of sharpened edges. Experimental results indicate that the combination of the two methods is capable of achieving images with noticeably sharper edges.
Keywords :
edge detection; image enhancement; image resolution; interpolation; smoothing methods; edge directed interpolation method; heat diffusion equation; image resolution; linear techniques; nonlinear image interpolation method; smoothing process; Computational efficiency; Constraint theory; Heat engines; Image reconstruction; Image resolution; Interpolation; Lattices; Nonlinear equations; Smoothing methods; Spatial resolution;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1260062