Rapid image stitching and computer-aided detection for multipass automated breast ultrasound

被引:30
作者
Chang, Ruey-Feng [2 ]
Chang-Chien, Kuang-Che [3 ]
Takada, Etsuo [4 ]
Huang, Chiun-Sheng [5 ,6 ]
Chou, Yi-Hong [7 ]
Kuo, Chen-Ming [3 ]
Chen, Jeon-Hor [1 ]
机构
[1] China Med Univ Hosp, Dept Radiol, Taichung 40407, Taiwan
[2] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Grad Inst Biomed Elect & Bioinformat, Taipei 10617, Taiwan
[3] Natl Chung Cheng Univ, Dept Comp Sci & Informat Engn, Chiayi 621, Taiwan
[4] Dokkyo Med Univ, Sch Med, Div Med Ultrason, Ctr Opt Med, Mibu, Tochigi 3210293, Japan
[5] Natl Taiwan Univ Hosp, Dept Surg, Taipei 100, Taiwan
[6] Natl Taiwan Univ, Coll Med, Taipei 100, Taiwan
[7] Natl Yang Ming Univ, Sch Med, Taipei Vet Gen Hosp, Dept Radiol, Taipei 11217, Taiwan
关键词
biological organs; biomedical ultrasonics; CAD; cancer; gynaecology; mammography; ELEVATED RISK; DENSE BREAST; WOMEN; REGISTRATION; DIAGNOSIS; MAMMOGRAPHY; TUMOR; ULTRASONOGRAPHY; PERFORMANCE; CARCINOMA;
D O I
10.1118/1.3377775
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Methods: Using the registration technique based on the simple sum of absolute block-mean difference (SBMD) measure, three-pass images were merged into full-view US images. An automatic screening system was then developed for detecting tumors from these full-view images. The preprocessing step was used to reduce the tumor detection time of the system and to improve image quality. The gray-level slicing method was then used to divide images into numerous regions. Finally, seven computerized features-darkness, uniformity, width-height ratio, area size, nonpersistence, coronal area size, and region continuity-were defined and used to determine whether or not each region was a part of a tumor. Results: In the experiment, there was a total of 25 experimental cases with 26 lesions, and each case was composed of 252 images (three passes, 84 images/pass). The processing time of the proposed stitching procedure for each case was within 30 s with a Pentium IV 2.0 processor, and the detection sensitivity of the proposed CAD system was 92.3% with 1.76 false positives per case. Conclusions: The proposed automatic screening system can be applied to the whole breast images stitched together via SBMD-based registration in order to detect tumors.
引用
收藏
页码:2063 / 2073
页数:11
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