Fast soft switching impulsive noise removal in color images

被引:0
|
作者
Smolka, B. [1 ]
机构
[1] Univ Technol, Dept Automat Control Silesian, Gliwice, Poland
关键词
VECTOR; REDUCTION; ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a novel soft switching filtering method intended for the reduction of impulsive noise in color images is presented. The noise detection algorithm is based on the concept of trimmed aggregated distances, which serve as a measure of pixel distortion. The output of the proposed filter is a weighted average of the central pixel and the mean of neighboring samples with the lowest degradation measure. The weighting coefficient is dependent on the degree of the central pixel corruption and in this way the filter output is able to adapt to the local contamination level. As a result, the undistorted samples are preserved and the pixels contaminated by impulsive noise are replaced by the mean of uncorrupted samples. The new filter outperforms existing methods and can be used in various applications in which the detail preserving noise reduction is required. An important feature of the new filtering design is its very low computational complexity which enables its application in real time denoising tasks.
引用
收藏
页码:99 / 104
页数:6
相关论文
共 50 条
  • [1] Soft Switching Technique for Impulsive Noise Removal in Color Images
    Smolka, Bogdan
    [J]. 2013 FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS (CICSYN), 2013, : 222 - 227
  • [2] Fast switching filter for impulsive noise removal from color images
    Celebi, M. Emre
    Kingravi, Hassan A.
    Uddin, Bakhtiyar
    Aslandogan, Y. Alp
    [J]. JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY, 2007, 51 (02) : 155 - 165
  • [3] Fast adaptive switching technique of impulsive noise removal in color images
    Lukasz Malinski
    Bogdan Smolka
    [J]. Journal of Real-Time Image Processing, 2019, 16 : 1077 - 1098
  • [4] Fast adaptive switching technique of impulsive noise removal in color images
    Malinski, Lukasz
    Smolka, Bogdan
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2019, 16 (04) : 1077 - 1098
  • [5] Fast Impulsive Noise Removal in Color Images
    Smolka, Bogdan
    [J]. 2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 1212 - 1216
  • [6] Soft-switching adaptive technique of impulsive noise removal in color images
    Smolka, B
    Plataniotis, KN
    [J]. IMAGE ANALYSIS AND RECOGNITION, 2005, 3656 : 686 - 693
  • [7] Fast detection and impulsive noise removal in color images
    Smolka, B
    Chydzinski, A
    [J]. REAL-TIME IMAGING, 2005, 11 (5-6) : 389 - 402
  • [8] Removal of impulsive noise from color images with cascade switching algorithm
    Ruchay, Alexey
    Kober, Anastasia
    Kolpakov, Vladimir
    Makovetskaya, Tatyana
    [J]. APPLICATIONS OF DIGITAL IMAGE PROCESSING XLI, 2018, 10752
  • [9] Robust switching technique of impulsive noise removal in color digital images
    Smolka, Bogdan
    Cyganek, Boguslaw
    Kawulok, Michal
    Nalepa, Jakub
    [J]. REAL-TIME IMAGE PROCESSING AND DEEP LEARNING 2019, 2019, 10996
  • [10] On the efficiency of a fast technique of impulsive noise removal in color digital images
    Malinski, Lukasz
    Smolka, Bogdan
    Jama, Danuta
    [J]. 2017 22ND INTERNATIONAL CONFERENCE ON METHODS AND MODELS IN AUTOMATION AND ROBOTICS (MMAR), 2017, : 834 - 839