Title :
Image Restoration from Motion Blurred Image using PDEs formalism
Author :
Srivastava, Rajeev ; Parthasarthy, Harish ; Gupta, J.R.P. ; Choudhary, D. Roy
Author_Institution :
Dept. of Comput. Eng., Inst. of Technol., Varanasi
Abstract :
Image restoration is the process of recovering original image from its degraded version. One possibility of the image degradation is the relative motion between the camera and the object which may blur the captured image during its formation. In this paper, a generalized partial differential equations (PDEs) based model of image is proposed to recover the original image from the blurred image in spatial domain itself. For digital implementations, the resulting PDE is discretized using Lax method which is the modified form of forward time centred space (FTCS) differencing scheme that stabilizes the FTCS scheme. Therefore, the PDE that models the motion blur and image restoration process is a 1D flux-conservative equation or wave equation with added diffusion term which is in the form of the Navier-Stokes equation for viscous fluid. The proposed method is implemented in software using MATLAB for various grey test images for various length of motion blur in pixels and the subjective analysis of the result shows desired results.
Keywords :
difference equations; image motion analysis; image restoration; partial differential equations; 1D flux-conservative equation; Lax method; MATLAB; PDE discretization; camera motion; forward time centred space differencing; image degradation; image recovery; image restoration; motion blurred image; object motion; partial differential equation; spatial domain; wave equation; Cameras; Degradation; Image restoration; MATLAB; Mathematical model; Motion analysis; Navier-Stokes equations; Partial differential equations; Pixel; Software testing; Flux-Conservative Equation; Image Restoration; Motion Blur; PDE; Wave Equation;
Conference_Titel :
Advance Computing Conference, 2009. IACC 2009. IEEE International
Conference_Location :
Patiala
Print_ISBN :
978-1-4244-2927-1
Electronic_ISBN :
978-1-4244-2928-8
DOI :
10.1109/IADCC.2009.4808981