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Efficient Edge-Based Image Interpolation Method Using Neighboring Slope Information

Authors
Khan, SajidLee, Dong-HoKhan, Muhammad AsifGilal, Abdul RehmanMujtaba, Ghulam
Issue Date
Sep-2019
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Keywords
Edge; interpolation; slope tracing; super resolution; UDTV; upscaling
Citation
IEEE ACCESS, v.7, pp 133539 - 133548
Pages
10
Indexed
SCIE
SCOPUS
Journal Title
IEEE ACCESS
Volume
7
Start Page
133539
End Page
133548
URI
https://scholarworks.bwise.kr/erica/handle/2021.sw.erica/4668
DOI
10.1109/ACCESS.2019.2942004
ISSN
2169-3536
2169-3536
Abstract
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.
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ERICA 공학대학 (SCHOOL OF ELECTRICAL ENGINEERING)
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