Image Restoration of Motion Blur Image Using Alternating Direction Balanced Regularization Method
DOI:
https://doi.org/10.18486/ijcsnt/4.3.059Keywords:
Gabor Filter, RBFNN, ADBM, PSNR, MSEAbstract
In this research, two different schemes are proposed to estimate the motion blur parameters. Two-dimensional Gabor filter has been used to calculate the direction of the blur. Radial basis function neural network (RBFNN) has been utilized to find the length of the blur. Subsequently, Alternating Direction Balanced Regularization method has been used to restore the images. Noise robustness of the proposed scheme is tested with different noise strengths. The visual as well as the peak signal to noise ratio (PSNR in dB) of restored images are compared with competent recent schemes.
References
Shuai Jia and Wen J. Motion blurred image restoration. In 2013 6th International Congress on Image and Signal Processing (CISP). pp. 47–52. DOI: https://doi.org/10.1109/CISP.2013.6744024
Pan J and Su Z. Fast-regularized kernel estimation for robust motion deblurring. IEEE Signal Processing Letters 2013; 20(9): 132–137.
Dash R and Majhi B. Motion blur parameters estimation for image restoration. Optik 2014; 125: 1634–1640. DOI: https://doi.org/10.1016/j.ijleo.2013.09.026
Sina Firouzi and Joslin C. Motion estimation in blurred frames using phase correlation. In 2013 International Conference on Signal-Image Technology & Internet-Based Systems. pp. 230–235. DOI: https://doi.org/10.1109/SITIS.2013.43
Jeong WJ, Park JW, Lee DS et al. Weighted linear motion deblurring with blur kernel estimation using consecutive frames. In IEEE ISCE 2014, 1569948611. pp. 418–423.
Shamik Tiwari, Shukla VP and Singh AK. Review of motion blur estimation techniques. Journal of Image and Graphics 2013; 1(4): 126–131.
Afonso M, Bioucas-Dias J and Figueiredo M. Fast image recovery using variable splitting and constrained optimization. IEEE Transactions on Image Processing 2010; 19(9): 2345–2356. DOI: https://doi.org/10.1109/TIP.2010.2047910
Shoulie Xie and Susanto Rahardja. Alternating direction method for balanced image restoration. IEEE Transactions on Image Processing 2012; 21(11): 667–671. DOI: https://doi.org/10.1109/TIP.2012.2206043
Lokhande R, Arya KV and Gupta P. Identification of parameters and restoration of motion blurred images. In Proceedings of the 2006 ACM Symposium on Applied Computing, vol. 9 of SAC 2006. Dijon, France, pp. 301–305. DOI: https://doi.org/10.1145/1141277.1141347
Goldstein T, O’Donoghue B, Setzer S et al. Fast alternating direction optimization methods. goldstein-cam12-35pdf; : 332–338.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Manoj Kumar Rajput, Rajeev Kumar Singh

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.