Feature and Contrast Enhancement of Mammographic Image Based on Multiscale Analysis and Morphology

被引:6
|
作者
Wu, Shibin [1 ,2 ]
Yu, Shaode [1 ,2 ]
Yang, Yuhan [1 ,2 ]
Xie, Yaoqin [1 ,2 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Beijing 100864, Peoples R China
[2] Shenzhen Key Lab Low Cost Healthcare, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
23;
D O I
10.1155/2013/716948
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A new algorithm for feature and contrast enhancement of mammographic images is proposed in this paper. The approach bases on multiscale transform and mathematical morphology. First of all, the Laplacian Gaussian pyramid operator is applied to transform the mammography into different scale subband images. In addition, the detail or high frequency subimages are equalized by contrast limited adaptive histogram equalization (CLAHE) and low-pass subimages are processed by mathematical morphology. Finally, the enhanced image of feature and contrast is reconstructed from the Laplacian Gaussian pyramid coefficients modified at one or more levels by contrast limited adaptive histogram equalization and mathematical morphology, respectively. The enhanced image is processed by global nonlinear operator. The experimental results show that the presented algorithm is effective for feature and contrast enhancement of mammogram. The performance evaluation of the proposed algorithm is measured by contrast evaluation criterion for image, signal-noise-ratio (SNR), and contrast improvement index (CII).
引用
收藏
页数:8
相关论文
共 50 条
  • [41] MFAENet: A Multiscale Feature Adaptive Enhancement Network for SAR Image Despeckling
    Liu, Shuaiqi
    Zhang, Luyao
    Tian, Shikang
    Hu, Qi
    Li, Bing
    Zhang, Yudong
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 16 : 10420 - 10433
  • [42] Cloud Based Image Contrast Enhancement
    Wang, Shiqi
    Gu, Ke
    Ma, Siwei
    Lin, Weisi
    Zhang, Xiang
    Gao, Wen
    2015 1ST IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2015, : 148 - 155
  • [43] Automatic Image Contrast Enhancement Based on the Generalized Contrast
    Yelmanova, Elena
    PROCEEDINGS OF THE 2016 IEEE FIRST INTERNATIONAL CONFERENCE ON DATA STREAM MINING & PROCESSING (DSMP), 2016, : 203 - 208
  • [44] A multiscale contrast enhancement method
    Boccignone, G
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL I, 1997, : 306 - 309
  • [45] Panoramic Dental Radiography Image Enhancement Using Multiscale Mathematical Morphology
    Roman, Julio Cesar Mello
    Fretes, Vicente R.
    Adorno, Carlos G.
    Silva, Ricardo Gariba
    Noguera, Jose Luis Vazquez
    Legal-Ayala, Horacio
    Mello-Roman, Jorge Daniel
    Torres, Ricardo Daniel Escobar
    Facon, Jacques
    SENSORS, 2021, 21 (09)
  • [46] A wavelet-based spatially adaptive method for mammographic contrast enhancement
    Sakellaropoulos, P
    Costaridou, L
    Panayiotakis, G
    PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (06): : 787 - 803
  • [47] MAMMOGRAPHIC FEATURE ANALYSIS
    DORSI, CJ
    KOPANS, DB
    SEMINARS IN ROENTGENOLOGY, 1993, 28 (03) : 204 - 230
  • [48] An adaptive wavelet-based method for mammographic image enhancement
    Sakellaropoulos, P
    Costaridou, L
    Panayiotakis, G
    DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 453 - 456
  • [49] Mammographic image enhancement and denoising based on redundant wavelet transform
    Wen, Xeu-Bing
    Liang, Xue-Zhang
    Han, Yi-Nan
    Ji, Jing-Na
    WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, : 880 - +
  • [50] Facial Wrinkle Detection with Multiscale Spatial Feature Fusion Based on Image Enhancement and ASFF-SEUnet
    Chen, Jiang
    He, Mingfang
    Cai, Weiwei
    ELECTRONICS, 2023, 12 (24)