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deconvtv - fast algorithm for total variation deconvolution

version 1.0 (422 KB) by

Fast numerical solver for total variation regularized least-squares deconvolution problems.

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Total variation regularized least-squares deconvolution is one of the most standard image processing problems. This package provides an implementation of the current state-of-art algorithm using the concept of augmented Lagrangian [1], which can be considered as a variation of the popularly known Alternating Direction Methods of Multipliers (ADMM). The user interface of deconvtv is identical to the current MATLAB's deconvolution tools, including deconvwnr, deconvlucy, and deconvreg:

out = deconvtv(img, psf, mu, opt);

deconvtv supports direct space-time processing for both image and video deconvolution problems.

Applications of deconvtv include, and are not limited to: image and video deblurring, image and video denoising, depth data enhancement, hot-air turbulence stabilization, and multi-view synthesis.

For additional information and citations, please refer to:
[1] S.H. Chan, R. Khoshabeh, K.B. Gibson, P.E. Gill, and T.Q. Nguyen, "An augmented Lagrangian method for total variation video restoration", IEEE Trans. Image Process., vol. 20, no. 11, p. 3097-3111, 2011.

Comments and Ratings (17)

semtex

semtex (view profile)

Omid Faghihi

Omid Faghihi

Omid Faghihi

Jin

Jin (view profile)

Very neat codes.
And for mac system, I just cancel the lines about memory to make it work.

Enming

Enming (view profile)

Hal

Hal (view profile)

Lester Liu

Yi

Yi (view profile)

good for image deblurring

Zucheul

Zucheul

Jason

Jason (view profile)

Kyoung Rok

Enming

Enming (view profile)

The code is fairly easy to use. I try it for image denoising. The speed is really fast even though it's a global operation.

bmv

bmv (view profile)

Error using memory
Function MEMORY is not available on this platform.
Error in deconvtv (line 69)
memory_condition = memory;

MATLAB Release
MATLAB 7.12 (R2011a)

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