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Switching degenerate diffusion PDE filter based on impulselike probability for universal impulse noise removal
Affiliation:1. Department of Applied Physics, University of Tianjin, Tianjin 300072, PR China;2. Key Laboratory of Science and Technology on Photo-electric Information Safety Control, Yanjiao, Hebei 605201, PR China;1. School of Electronics and Telecommunications, Hanoi University of Science and Technology, 405/C9, No. 1, Dai Co Viet Street, Hanoi 10000, Viet Nam;2. Computer Communications Lab, The University of Aizu, Tsuruga, Ikki-machi, Aizu-Wakamatsu shi, Fukushima-ken 965-8580, Japan;1. KONA International Co., Ltd, Republic of Korea;2. Korea Atomic Energy Research Institute, Republic of Korea;3. Department of Electronic Engineering, Konkuk University, Republic of Korea;1. Department of Electronic Engineering, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju 501-759, Republic of Korea;2. Technology Convergence Center, Incheon Technopark (ITP), Gaetbeol-ro 12, Yeonsu-gu, Incheon 406-840, Republic of Korea;3. Electronic Engineering Department, Hanbat National University, San 16-1, Duckmyoung-Dong, Daejeon 305-719, Republic of Korea;4. Department of Health Administration, Gwangju Women''s University, 165 Sanjeong-dong, Gwangsan-gu, Kwangju 506-713, Republic of Korea;5. Radio Technology Research, ETRI, 218 Gajeongno, Yuseong-gu, Daejeon 305-700, Republic of Korea;1. Dogus University, Department of Electronics and Communications Engineering, Acibadem, Kadikoy 34722, Istanbul, Turkey;2. Girne American University, Department of Electrical and Electronics Engineering, University Drive, Girne, Mersin 10, Turkey
Abstract:In this paper, a switching degenerate diffusion partial differential equation filter (SDDPDE) is developed by introducing the switching operators for reducing all kinds of impulse noise, and especially for images having a mixture of salt-and-pepper impulse noise and random-valued impulse noise which is a shortage for most of the existing filtering models. Our SDDPDE consists of the coarse and fine filtering stages. In the coarse filtering stages, the switching operator depends on a simple noise detector. In the fine filtering stages, we introduce the notion of impulselike probability, and the switching operator depends on both a simple noise detector and impulselike probability. Our SDDPDE will denoise noise pixels detected by the coarse detector while further modify the so-called noise-free pixels according to impulselike probability. The main advantages of our SDDPDE over published approaches are its simplicity and universality. In addition, we demonstrate the performance of our SDDPDE via application to three standard test images, corrupted by salt-and-pepper impulse noise, random-valued impulse noise and mixed impulse noise with high-noise levels, and the comparison with the other well-known filters. Experimental results show that our SDDPDE achieves high peak signal-to-noise ratio and better visual effect.
Keywords:Impulse noise  Impulselike probability  Mixed noise  PDE-based filters  Switching scheme
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