Super-resolution of turbulent video: Potentials and limitations

被引:3
|
作者
Yaroslavsky, Leonid P. [1 ]
Shabat, Gil [1 ]
Fishbain, Barak [1 ]
Ideses, Ianir A. [1 ]
机构
[1] Tel Aviv Univ, Fac Engn, Dept Phys Elect, Sch Elect Engn, IL-69978 Tel Aviv, Israel
关键词
super-resolution; turbulence-compensation; optical-flow;
D O I
10.1117/12.765580
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A common distortion in videos acquired in long range observation systems is image instability in form of chaotic local displacements of image frames caused by fluctuations in the refraction index of the atmosphere turbulence. At the same time, such videos, which are designed to present moving objects on a stable background, contain tremendous redundancy that potentially can be used for image stabilization and perfecting provided reliable separation of stable background from true moving objects. Recently, it was proposed to use this redundancy for resolution enhancement of turbulent video through elastic registration, with sub-pixel accuracy, of segments of video frames that represent stable scenes. This paper presents results of investigation, by means of computer simulation, into how parameters of such a resolution enhancement process affect its performance and its potentials and limitations.
引用
收藏
页数:9
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