Simple and efficient approach for restoration of non-uniformly warped images

被引:17
|
作者
Halder, Kalyan Kumar [1 ]
Tahtali, Murat [1 ]
Anavatti, Sreenatha G. [1 ]
机构
[1] Univ New S Wales, Sch Engn & Informat Technol, Canberra, ACT 2600, Australia
关键词
REGISTRATION;
D O I
10.1364/AO.53.005576
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A high accuracy image dewarping method is proposed to restore images from non-uniformly warped video sequences degraded by atmospheric turbulence. This approach contains three major steps. First, a non-rigid image registration technique is employed to register all the frames in the sequence to a reference frame and estimate the motion fields. Second, an iterative First Register Then Average And Subtract (iFRTAAS) method is applied to correct the geometric deformations of the warped frames. The third step involves applying a non-local means filter for the compensation of noise and to improve the signal-to-noise ratio (SNR) of the restored reference frame. Simulations are carried out by applying the method to synthetic and real-life turbulence degraded videos and by determining various quality metrics. A performance comparison is presented between the proposed method and two earlier methods, which verifies that the proposed method provides significant improvement on the image restoration accuracy. (C) 2014 Optical Society of America
引用
收藏
页码:5576 / 5584
页数:9
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