Curvature Interpolation Method for Image Zooming

被引:44
作者
Kim, Hakran [1 ]
Cha, Youngjoon [2 ]
Kim, Seongjai [1 ]
机构
[1] Mississippi State Univ, Dept Math & Stat, Mississippi State, MS 39762 USA
[2] Sejong Univ, Dept Appl Math, Seoul 143747, South Korea
基金
美国国家科学基金会;
关键词
Curvature interpolation method (CIM); image zooming; interpolation; partial differential equation (PDE); super-resolution (SR); EDGE-FORMING METHODS;
D O I
10.1109/TIP.2011.2107523
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We introduce a novel image zooming algorithm, called the curvature interpolation method (CIM), which is partial-differential-equation (PDE)-based and easy to implement. In order to minimize artifacts arising in image interpolation such as image blur and the checkerboard effect, the CIM first evaluates the curvature of the low-resolution image. After interpolating the curvature to the high-resolution image domain, the CIM constructs the high-resolution image by solving a linearized curvature equation, incorporating the interpolated curvature as an explicit driving force. It has been numerically verified that the new zooming method can produce clear images of sharp edges which are already denoised and superior to those obtained from linear methods and PDE-based methods of no curvature information. Various results are given to prove effectiveness and reliability of the new method.
引用
收藏
页码:1895 / 1903
页数:9
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