Efficient Edge-Based Image Interpolation Method Using Neighboring Slope Information

被引:10
|
作者
Khan, Sajid [1 ]
Lee, Dong-Ho [2 ]
Khan, Muhammad Asif [3 ]
Gilal, Abdul Rehman [4 ]
Mujtaba, Ghulam [1 ]
机构
[1] Sukkur IBA Univ, Ctr Excellence Robot, Artificial Intelligence & Blockchain, Sukkur, Pakistan
[2] Hanyang Univ, Div Elect Engn, ERICA Campus, Ansan, South Korea
[3] Sukkur IBA Univ, Dept Elect Engn, Sukkur, Pakistan
[4] Sukkur IBA Univ, Dept Comp Sci, Sukkur, Pakistan
关键词
Edge; interpolation; slope tracing; super resolution; UDTV; upscaling;
D O I
10.1109/ACCESS.2019.2942004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an image interpolation method that provides superior performance with low complexity. Applying a simple linear method achieves time-efficient interpolation, but often produces artifacts; however, applying other complex methods reduce unwanted artifacts at the cost of high computation time. The proposed interpolation scheme is based on the improvement of an algorithm called "Edge Slope Tracing (EST)'' that predicts the slope based on the information of the adjacent slopes. Predicted slopes are used in slope-based line averaging to perform the interpolation. Slope-based line averaging is followed by post-processing of an interpolated image using two-way interpolation and thin edge correction to avoid the production of unwanted artifacts at the cost of low complexity. The proposed algorithm is very simple and simulation results indicate that it provides better or nearly equal results compared to conventional state-of-the-art algorithms and that it also reduces complexity to a great extent compared to conventional methods.
引用
收藏
页码:133539 / 133548
页数:10
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