Title :
A fast hierarchical patch-based approach for mitigating atmospheric turbulence
Author :
Deshmukh, Ajinkya S. ; Medasani, Swarup S. ; Reddy, G. Ramachandra
Author_Institution :
Image Understanding Group, Uurmi Syst. Pvt. Ltd., Hyderabad, India
Abstract :
Atmospheric turbulence degrades images by causing non-uniform geometric deformations and distortions due to the random fluctuations of refractive index over air media. In this paper, a new approach based on hierarchical layer parsing is developed. Each frame from a set of temporal frames is decomposed into a collection of isoplanatic space-time patches. Thereafter, each of temporal patches is parsed hierarchically to separate layers corresponding to, low rank background, sparse turbulence errors, and moving objects, using low rank matrix decomposition. In order to remove redundant blur that remains after local hierarchical parsing blind de-convolution procedure is applied. Finally, the stable background component and the one or more moving object components are fused to reconstruct the turbulence mitigated content.
Keywords :
atmospheric turbulence; deconvolution; image fusion; image motion analysis; image reconstruction; image restoration; matrix decomposition; refractive index; sparse matrices; air media; atmospheric turbulence mitigation; hierarchic temporal patch parsing; hierarchical layer parsing; hierarchical patch-based approach; image degradation; image fusion; isoplanatic space-time patches; local-hierarchical parsing blind deconvolution procedure; low-rank background component; low-rank matrix decomposition; moving objects; nonuniform geometric deformations; nonuniform geometric distortions; random fluctuations; redundant blur removal; refractive index; sparse turbulence errors; temporal frame decomposition; turbulence mitigated content reconstruction; Diffraction; Image fusion; Image reconstruction; Matrix decomposition; Noise; Object detection; Vectors; Atmospheric turbulence; long distance video surveillance; low rank matrix decomposition; moving object detection; patch processing;
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
Conference_Location :
Mysore
Print_ISBN :
978-1-4799-2432-5
DOI :
10.1109/ICACCI.2013.6637137