Adaptive Trimmed Averaging Filter for Noise Removal in Color Images

被引:0
|
作者
Smolka, Bogdan [1 ]
Radlak, Krystian [1 ]
机构
[1] Silesian Tech Univ, Akad 16, PL-44100 Gliwice, Poland
关键词
Color image enhancement; mixed Gaussian and impulsive noise reduction; noise filtering; IMPULSIVE NOISE;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In the paper a novel filtering design intended for the removal of mixed impulsive and Gaussian noise contaminating color images is proposed. The new denoising scheme is based on the concept of the robustified vector median, which determines the center of a cluster of most similar pixels. The filter output is the average of pixels belonging to the cluster and thus it can be treated as an adaptive trimmed averaging filter. The new filtering design is capable of suppressing mixed impulsive and Gaussian noise, while preserving and even enhancing image edges. The experiments revealed that the new noise reduction design outperforms the standard trimmed vector median and other state-of-the-art methods. The simplicity of the proposed filter and its low computational load enables its applications in real time image and video enhancement applications.
引用
收藏
页码:89 / 94
页数:6
相关论文
共 50 条
  • [1] Fast averaging peer group filter for the impulsive noise removal in color images
    Malinski, Lukasz
    Smolka, Bogdan
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2016, 11 (03) : 427 - 444
  • [2] Fast averaging peer group filter for the impulsive noise removal in color images
    Lukasz Malinski
    Bogdan Smolka
    [J]. Journal of Real-Time Image Processing, 2016, 11 : 427 - 444
  • [3] Adaptive Trimmed Median Filter for Impulse Noise Detection and Removal with an Application to Mammogram Images
    Bania, Rubul Kumar
    Halder, Anindya
    [J]. INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2020, 20 (04)
  • [4] Adaptive rank weighted switching filter for impulsive noise removal in color images
    Smolka, Bogdan
    Malik, Krystyna
    Malik, Dariusz
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2015, 10 (02) : 289 - 311
  • [5] Adaptive rank weighted switching filter for impulsive noise removal in color images
    Bogdan Smolka
    Krystyna Malik
    Dariusz Malik
    [J]. Journal of Real-Time Image Processing, 2015, 10 : 289 - 311
  • [6] Local self-adaptive fuzzy filter for impulsive noise removal in color images
    Morillas, Samuel
    Gregori, Valentin
    Peris-Fajarnes, Guillermo
    Sapena, Almanzor
    [J]. SIGNAL PROCESSING, 2008, 88 (02) : 390 - 398
  • [7] STRUCTURE-ADAPTIVE VECTOR MEDIAN FILTER FOR IMPULSE NOISE REMOVAL IN COLOR IMAGES
    Jin, Lianghai
    Jin, Min
    Xu, Xangyang
    Song, Enmin
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 690 - 694
  • [8] Generalized Extreme Value Trimmed Filter for Random Impulse Noise Suppression in Color Images
    Chankhachon, S.
    Intajag, S.
    [J]. 2018 18TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2018, : 481 - 486
  • [9] Color Impulse Noise Removal by Modified Alpha Trimmed Median Mean Filter for FVIN
    Yadav, Pranay
    Singh, Parool
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (IEEE ICCIC), 2014, : 1386 - 1393
  • [10] Removal of High Density Impulse Noise from Color Images Using an Adaptive Fuzzy Filter
    Rahman, Tanzila
    Uddin, Mohammad Shorif
    [J]. 2014 1ST INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT 2014), 2014,