Fast Adaptive Anisotropic Filtering for Medical Image Enhancement

被引:5
|
作者
George, Jose [1 ]
Indu, S. P. [1 ]
机构
[1] Network Syst & Technol P Ltd, Med Imaging Res Grp, Trivandrum, Kerala, India
关键词
Adaptive Anisotropic Filtering; Local Structure Tensor; Filternet; Filter Optimization;
D O I
10.1109/ISSPIT.2008.4775677
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, Local Structure Tensor (LST) based Adaptive Anisotropic Filtering (AAF) methodology is used for medical image enhancement over different modalities. This filtering framework enhances and preserves anisotropic image structures while suppressing high frequency noise. The goal of this work is to reduce the overall computational cost with minimum risk on accuracy by introducing optimized filternets for local structure analysis and reconstruction filtering. This filtering technique facilitates user interaction and direct control over high frequency contents of the signal. The efficacy of the filtering framework is evaluated by testing the system with medical images of different modalities. The results are compared using three different quality measures. Experimental results show that a good level of noise reduction along with structure enhancement can be achieved in the adaptively filtered images.
引用
收藏
页码:227 / 232
页数:6
相关论文
共 50 条
  • [21] Adaptive Guided Image Filtering for Sharpness Enhancement and Noise Reduction
    Pham, Cuong Cao
    Ha, Synh Viet Uyen
    Jeon, Jae Wook
    ADVANCES IN IMAGE AND VIDEO TECHNOLOGY, PT I, 2011, 7087 : 323 - 334
  • [22] An Industrial CT Image Adaptive Filtering Method based on Anisotropic Diffusion
    Li, Jin
    Wang, Lei
    Bao, Peihua
    2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 1009 - 1014
  • [23] Ultrasound Image Enhancement Using An Adaptive Anisotropic Diffusion Filter
    Toufique, Y.
    El Moursli, R. Cherkaoui
    Masmoudi, Lh
    El Kharrim, A.
    Kaci, M.
    Allal, S.
    2014 MIDDLE EAST CONFERENCE ON BIOMEDICAL ENGINEERING (MECBME), 2014, : 1 - 4
  • [24] Fast Sparse Image Reconstruction Using Adaptive Nonlinear Filtering
    Montefusco, Laura B.
    Lazzaro, Damiana
    Papi, Serena
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (02) : 534 - 544
  • [25] Fast anisotropic Gauss filtering
    Geusebroek, JM
    Smeulders, AWM
    van de Weijer, J
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (08) : 938 - 943
  • [26] Fast anisotropic Gauss filtering
    Geusebroek, JM
    Smeulders, AWM
    van de Weijer, J
    COMPUTER VISON - ECCV 2002, PT 1, 2002, 2350 : 99 - 112
  • [27] Image Enhancement Using Homomorphic Filtering and Adaptive Median Filtering for Balinese Papyrus (Lontar)
    Arnawa, Ida Bagus Ketut Surya
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2015, 6 (08) : 250 - 255
  • [28] Study on medical image enhancement based on IFOA improved grayscale image adaptive enhancement
    Xie, Yuxi
    He, Yonggui
    Cheng, Aibin
    Zhang, Junwei
    MULTIMEDIA TOOLS AND APPLICATIONS, 2016, 75 (22) : 14367 - 14379
  • [29] Study on medical image enhancement based on IFOA improved grayscale image adaptive enhancement
    Yuxi Xie
    Yonggui He
    Aibin Cheng
    Junwei Zhang
    Multimedia Tools and Applications, 2016, 75 : 14367 - 14379
  • [30] Sparse Features with Fast Guided Filtering for Medical Image Fusion
    Zhang, Yongxin
    Li, Deguang
    Zhang, Ruiling
    Cui, Yan
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (05) : 1195 - 1204