Conventional mammographic image generation in dual-energy digital mammography

被引:0
作者
Chen, Xi [1 ]
Nishikawa, Robert M. [2 ]
Mou, Xuanqin [1 ]
机构
[1] Xi An Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Xian 710049, Shaanxi, Peoples R China
[2] Univ Chicago, Dept Radiol, Chicago, IL 60637 USA
来源
MEDICAL IMAGING 2013: PHYSICS OF MEDICAL IMAGING | 2013年 / 8668卷
基金
中国国家自然科学基金;
关键词
dual-energy; digital mammography; multi-scale; reconstruction;
D O I
10.1117/12.2007828
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Dual-energy digital mammography (DEDM) can generate tissue-subtracted calcification image for improving the detectability of breast calcifications. However, the masses, if present, are missing in the tissue-subtracted calcification image. This paper proposes an algorithm to generate conventional mammographic image by DEDM images based on a multi-scale decomposition and reconstruction architecture with Gaussian filters. Firstly, calibration coefficients are measured at different kVp to correct the original LE and HE. Secondly, the LE and HE images are decomposed into multi-scale components. Thirdly, the components at different scale of the two images are weighted based on a similarity measure to generate new components Finally, the conventional mammographic image is reconstructed by these new components using noise suppression technique. The proposed method was validated by different breast phantoms on two commercially available full-field digital mammography systems. Results show that the method is effective and the reconstructed image has similar grayscale, contrast and noise level to the corresponding conventional mammogram. Therefore, both the calcification image and conventional mammogram-like image can be generated; the patient will not need more exposure to get the conventional mammogram in DEDM.
引用
收藏
页数:9
相关论文
共 10 条
[1]   COLOR MAMMOGRAPHY - IMAGE GENERATION AND RECEIVER OPERATING CHARACTERISTIC EVALUATION [J].
BOONE, JM .
INVESTIGATIVE RADIOLOGY, 1991, 26 (06) :521-527
[2]   Multiscale contrast enhancement for radiographies: Laplacian pyramid versus fast wavelet transform [J].
Dippel, S ;
Stahl, M ;
Wiemker, R ;
Blaffert, T .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (04) :343-353
[3]  
Graves E. B., 1994, Proceedings 1994 IEEE Seventh Symposium on Computer-Based Medical Systems (Cat. No.94CH3426-4), P270, DOI 10.1109/CBMS.1994.316025
[4]  
HAMMERSTEIN GR, 1979, RADIOLOGY, V130, P485
[5]   Dual-energy digital mammography for calcification imaging: noise reduction techniques [J].
Kappadath, S. Cheenu ;
Shaw, Chris C. .
PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (19) :5421-5443
[6]   Quantitative evaluation of dual-energy digital mammography for calcification imaging [J].
Kappadath, SC ;
Shaw, CC .
PHYSICS IN MEDICINE AND BIOLOGY, 2004, 49 (12) :2563-2576
[7]   A dual-energy subtraction technique for microcalcification imaging in digital mammography - A signal-to-noise analysis [J].
Lemacks, MR ;
Kappadath, SC ;
Shaw, CC ;
Liu, XM ;
Whitman, GJ .
MEDICAL PHYSICS, 2002, 29 (08) :1739-1751
[8]   Chromosome image enhancement using multiscale differential operators [J].
Wang, YP ;
Wu, Q ;
Castleman, KR ;
Xiong, ZX .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (05) :685-693
[9]   A novel contrast equalization method for chest radiograph [J].
Zhang, Min ;
Mou, Xuanqin ;
Long, Ying .
MEDICAL IMAGING 2006: IMAGE PROCESSING, PTS 1-3, 2006, 6144
[10]   A categorization of multiscale-decomposition-based image fusion schemes with a performance study for a digital camera application [J].
Zhang, Z ;
Blum, RS .
PROCEEDINGS OF THE IEEE, 1999, 87 (08) :1315-1326