Sparse Representation of Image with Immune Clone Algorithm based on Harmonic Wavelet Packet Dictionary
Journal: International Journal of Science and Research (IJSR) (Vol.9, No. 3)Publication Date: 2020-03-05
Authors : WANG Li;
Page : 519-528
Keywords : Sparse representation; Harmonic wavelet packet dictionary; Immune clone algorithm;
Abstract
Sparse representation of image could reduce the amount of original data and facilitate the subsequent processing. When using the redundant dictionary to represent the images, we need to look for an efficient optimal algorithm to seek the optimal atoms. In this paper, an immune clone algorithm for sparse representation of image based on harmonic wavelet packet dictionary is proposed. The proposed algorithm relies on the global optimal search ability of immune clone algorithm to realize the process of looking for optimal atoms. The fitness function for immune clone algorithm is designed and the implementation process for sparse representation is shown. Experimental results show that compared with orthogonal matching pursuit algorithm, the proposed algorithm could improve the computational efficiency while guarantee the reconstruction accuracy.
Other Latest Articles
- Dependency between Stock Movements Using the Clayton Copula Method (Ghana Stock Exchange)
- Getting Viscous Additives from Heavy Oil Fraction
- Role of Ultrasonography and Computed Tomography in Diagnosis of Pancreatitis
- Vanillylacetone Improves the Defense of Wheat Against Salt Stress
- Gynecological Problems and Barriers to Health Seeking Behaviour among Women Working in Industrial Units of a Selected Panchayat in Thrissur
Last modified: 2021-06-27 15:59:27