Title :
Restoration of Degraded Video Through Turbulent Atmosphere
Author :
Du, Qian ; Raksuntorn, Nareenart ; Orduyilmaz, A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Mississippi State Univ., MS, USA
Abstract :
The optical effects of atmospheric turbulence arise from random inhomogeneities in the temperature distribution of the atmosphere. As the consequence of these temperature inhomogeneities, the index of refraction distribution of the atmosphere is random and evolves with time. For distant objects being viewed through a sensor, atmospheric turbulence can make those still objects appear blurred and the time-varying nature of this turbulence can make the objects appear to waver in a slow quasi-periodic fashion. This phenomenon greatly hinders accurate target detection, tracking, classification, and identification. Current post image processing approach to mitigating this problem assumes space- and time-invariant point spread function (PSF) of the degradation procedure for simplicity and mathematical tractability. Aimed at this limitation, this paper presents a bind source separation based algorithm that can accommodate the space- and time- variant nature of atmospheric turbulence. The preliminary result demonstrates its effectiveness and simplicity in the restoration of videos degraded by atmospheric turbulence.
Keywords :
atmospheric optics; atmospheric techniques; atmospheric turbulence; blind source separation; image classification; image restoration; refractive index; target tracking; video signal processing; PSF; atmospheric turbulence; bind source separation; blurred object; degraded video restoration; index of refraction; optical effects; point spread function; post image processing approach; sensor; space-variant nature; target classification; target detection; target tracking; temperature distribution; time-varying nature; Atmosphere; Atmospheric waves; Degradation; Image restoration; Object detection; Optical refraction; Optical sensors; Sensor phenomena and characterization; Temperature distribution; Temperature sensors; Image restoration; image enhancement;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.312893