Image super-resolution using sparse coding over redundant dictionary based on effective image representations

作者: Muhammad Sajjad , Irfan Mehmood , Sung Wook Baik

DOI: 10.1016/J.JVCIR.2014.10.012

关键词: Linear combinationProcess (computing)DistortionMathematicsComputer visionK-SVDImage (mathematics)Pattern recognitionArtificial intelligenceNeural codingNoise reductionSalient

摘要: … through sparse linear combinations of signal-atoms over a redundant-dictionary. Therefore, we propose a novel super-resolution framework using an … Image super resolution (SR) is an …

参考文章(61)
Melvyn A. Goodale, Richard J. W. Mansfield, David Ingle, Analysis of visual behavior MIT Press. ,(1982)
Christine Guillemot, Gagan Rath, A complementary matching pursuit algorithm for sparse approximation european signal processing conference. pp. 1- 5 ,(2008)
Steven L. Eddins, Rafael C. Gonzalez, Richard E. Woods, Digital Image Processing Using Matlab ,(2006)
Haichao Zhang, Jianchao Yang, Yanning Zhang, Thomas S. Huang, Non-local kernel regression for image and video restoration european conference on computer vision. pp. 566- 579 ,(2010) , 10.1007/978-3-642-15558-1_41
Roman Zeyde, Michael Elad, Matan Protter, On Single Image Scale-Up Using Sparse-Representations Curves and Surfaces. pp. 711- 730 ,(2012) , 10.1007/978-3-642-27413-8_47
Jerome H. Friedman, Exploratory Projection Pursuit Journal of the American Statistical Association. ,vol. 82, pp. 249- 266 ,(1987) , 10.1080/01621459.1987.10478427
Jianchao Yang, Zhaowen Wang, Zhe Lin, Xianbiao Shu, T. Huang, Bilevel sparse coding for coupled feature spaces computer vision and pattern recognition. pp. 2360- 2367 ,(2012) , 10.1109/CVPR.2012.6247948
Bruno A. Olshausen, Charles F. Cadieu, David K. Warland, Learning real and complex overcomplete representations from the statistics of natural images Proceedings of SPIE. ,vol. 7446, ,(2009) , 10.1117/12.825882
Shuyuan Yang, Min Wang, Yiguang Chen, Yaxin Sun, None, Single-Image Super-Resolution Reconstruction via Learned Geometric Dictionaries and Clustered Sparse Coding IEEE Transactions on Image Processing. ,vol. 21, pp. 4016- 4028 ,(2012) , 10.1109/TIP.2012.2201491
Muhammad Sajjad, Naveed Ejaz, Sung Wook Baik, Multi-kernel based adaptive interpolation for image super-resolution Multimedia Tools and Applications. ,vol. 72, pp. 2063- 2085 ,(2014) , 10.1007/S11042-012-1325-4