کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
6921397 | 864445 | 2015 | 12 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
A bilateral analysis scheme for false positive reduction in mammogram mass detection
ترجمه فارسی عنوان
یک طرح تجزیه و تحلیل دو جانبه برای کاهش مثبت کاذب در تشخیص توده ماموگرافی
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کلمات کلیدی
تجزیه و تحلیل دو جانبه، ماموگرافی، شناسایی توده، اندازه گیری شباهت، تطابق منطقه،
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
نرم افزارهای علوم کامپیوتر
چکیده انگلیسی
In this paper, a bilateral image analysis scheme is developed for the purpose of reducing false positives (FPs) in the detection of masses in dense mammograms. It consists of two steps: a region matching step for determining the correspondence between a pair of mammograms, and a bilateral similarity analysis step for discarding FPs in the detection. For the first step, a matching cost is defined to quantify the credibility of the corresponding region in a pair of bilateral mammograms. For the second step, a similarity measurement is introduced to discriminate between mass and normal for a pair of bilateral regions based on both global and local image appearances. The proposed scheme is tested on a set of 332 mammograms. The results show that the proposed scheme could obtain better performance when compared with several existing bilateral analysis schemes. With detection sensitivity at 85%, the proposed bilateral scheme could reduce the FP rate of a unilateral scheme from 3.64 to 2.39 per image, a 34% reduction.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers in Biology and Medicine - Volume 57, 1 February 2015, Pages 84-95
Journal: Computers in Biology and Medicine - Volume 57, 1 February 2015, Pages 84-95
نویسندگان
Yanfeng Li, Houjin Chen, Yongyi Yang, Lin Cheng, Lin Cao,