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
来源
10TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2015) | 2015年
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
  • [21] Removal of impulse noise clusters from color images with local order statistics
    Ruchay, Alexey
    Kober, Vitaly
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XL, 2017, 10396
  • [22] A new adaptive center weighted median filter for suppressing impulsive noise in images
    Lin, Tzu-Chao
    INFORMATION SCIENCES, 2007, 177 (04) : 1073 - 1087
  • [23] Impulsive noise removal with the use of local adaptive non-linear filter
    Mozerov, M
    Kober, V
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXVII, PTS 1AND 2, 2004, 5558 : 762 - 769
  • [24] On the Robust Technique of Mixed Gaussian and Impulsive Noise Reduction in Color Digital Images
    Kusnik, Damian
    Smolka, Bogdan
    2015 6TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA), 2015,
  • [25] An Effective Hybrid Filter for the Removal of Gaussian-Impulsive Noise in Computed Tomography images
    Madhura, J.
    Babu, Ramesh D. R.
    2017 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2017, : 1815 - 1820
  • [26] A Survey on Impulsive Noise Models Removal Techniques Based on Adaptive Filter in ECG Signal
    Hamlili, Heyem
    Kameche, Samir
    Abdelmalek, Abdelhafid
    2018 INTERNATIONAL CONFERENCE ON ELECTRONICS, CONTROL, OPTIMIZATION AND COMPUTER SCIENCE (ICECOCS), 2018,
  • [27] Robust local similarity filter for the reduction of mixed Gaussian and impulsive noise in color digital images
    Bogdan Smolka
    Damian Kusnik
    Signal, Image and Video Processing, 2015, 9 : 49 - 56
  • [28] Robust local similarity filter for the reduction of mixed Gaussian and impulsive noise in color digital images
    Smolka, Bogdan
    Kusnik, Damian
    SIGNAL IMAGE AND VIDEO PROCESSING, 2015, 9 : 49 - 56
  • [29] Shot Noise Adaptive Bilateral Filter
    Phelippeau, Harold
    Talbot, Hugues
    Akil, Mohamed
    Bara, Stefan
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 864 - +
  • [30] Impulsive noise detection by second-order differential image and noise removal using adaptive nearest neighbourhood filter
    Somasundaram, K.
    Shanmugavadivu, P.
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2008, 62 (06) : 472 - 477