On the Effectiveness of Multiscale Mode Filters in Edge Preserving Image Filtering

被引:0
|
作者
Gui, V [1 ]
Caleanu, C. [1 ]
机构
[1] Politehn Univ Timisoara, Fac Elect & Telecommun, Bv V Pirvan 2, Timisoara 300223, Romania
关键词
Edge preserving image filtering; mean shift; multiscale; density estimation; DENSITY-FUNCTION; MEAN-SHIFT; SPACE;
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
This paper evaluates the effectiveness of the multiscale mode filters (MSMF) in edge preserving image smoothing tasks. The MSMF can be viewed as a generalization of the mean shift filters. Therefore, the performances of the MSMF are compared with the performances of the mean shift filters. The goal of the study is to identify image types where the MSMF can be used with better results and to quantify the gain obtained by this filter. Compared with the conventional mean shift filter, the MSMF is proven to be most effective in restoring images with blurred edges and high noise levels.
引用
收藏
页码:190 / +
页数:3
相关论文
共 50 条
  • [31] Edge preserving wavelet speckle filtering
    Medeiros, FNS
    Mascarenhas, NDA
    Marques, RCP
    Laprano, CM
    FIFTH IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION, PROCEEDINGS, 2002, : 281 - 285
  • [32] SVM for Edge-Preserving Filtering
    Yang, Qingxiong
    Wang, Shengnan
    Ahuja, Narendra
    2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, : 1775 - 1782
  • [33] Edge preserving filters on color images
    Hong, V
    Palus, H
    Paulus, D
    COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS, 2004, 3039 : 34 - 40
  • [34] Facial Sketching Based on Sub-Image Illumination Removal and Multiscale Edge Filtering
    Arruda, F. A. P. V.
    Porto, V. A.
    Gomes, H. M.
    de Queiroz, J. E. R.
    Moroney, N.
    SITIS 2007: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SIGNAL IMAGE TECHNOLOGIES & INTERNET BASED SYSTEMS, 2008, : 520 - +
  • [35] Fuzzy filters for image filtering
    Kwan, HK
    Cai, Y
    2002 45TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL III, CONFERENCE PROCEEDINGS, 2002, : 672 - 675
  • [36] Image Enhancement with Blurred and Noisy Image Pairs Using a Dual Edge-Preserving Filtering Technique
    Toyoda, Yuushi
    Yoshikawa, Hiroyasu
    Shimizu, Masayoshi
    COMPUTATIONAL IMAGING XII, 2014, 9020
  • [37] Remote sensing image fusion based on edge-preserving filtering and structure tensor
    Qu J.
    Li Y.
    Dong W.
    Zheng Y.
    Li, Yunsong (ysli@mail.xidian.edu.cn), 2018, Beijing University of Aeronautics and Astronautics (BUAA) (44): : 2479 - 2488
  • [38] LLSURE: Local Linear SURE-Based Edge-Preserving Image Filtering
    Qiu, Tianshuang
    Wang, Aiqi
    Yu, Nannan
    Song, Aimin
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (01) : 80 - 90
  • [39] Non-linear local harmonic filters for edge-preserving image denoising
    Pawlak, M
    Rafajlowicz, E
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL III, PROCEEDINGS, 2002, : 895 - 898
  • [40] Local Edge-Preserving Multiscale Decomposition for High Dynamic Range Image Tone Mapping
    Gu, Bo
    Li, Wujing
    Zhu, Minyun
    Wang, Minghui
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (01) : 70 - 79