Automatic Detection of the Masses in the Mammograms Using Characteristic Modeling and Neural Networks

Polakowski W E, Cournoyer D A, and Rogers S K, et al..Computer-aided breast cancer detection and diagnosis ofmasses using difference of Gaussians and derivative-basedfeature saliency[J].IEEE Transactions on Medical Imaging.1997, 16(6):811-819[2]Zheng L and Chan A K. An artificial intelligent algorithm fortumor detection in screening mammogram[J].IEEETransactions on Medical Imaging.2001, 20(7):559-567[3]Sampat M P and Bovik A C. Detection of spiculated lesionsin mammograms. 25th IEEE Annual InternationalConference of the Engineering in Medicine and BiologySociety, Cancun, Mexico, September 2003: 810-813.[4]Abdel-Dayem A R and El-Sakka M R. Fuzzy entropy baseddetection of suspicious masses in digital mammogram images.27th Annual Conference of IEEE Engineering in Medicineand Biology, Shanghai, China, September 2005: 4017-4022.[5]Cascio D, Fauci F, and Magro R, et al.. Mammogramsegmentation by contour searching and mass lesionsclassification with neural network[J].IEEE Transactions onNuclear Science.2006, 53(5):2827-2833[6]徐伟栋, 王小英, 夏顺仁, 严勇. 基于模型的乳腺X 线图像胸肌分割算法研究. 浙江大学学报( 工学版), 2005, 39(3):427-432.Xu W D, Wang X Y, Xia S R, and Yan Y. Study onmodel-based pectoral-muscle segment algorithm inmammograms. Journal of Zhejiang University (EngineeringScience), 2005, 39(3): 427-432.[7]Xu W D, Xia S R, and Duan H L. Segmentation of mass inmammograms using a novel intelligent algorithm[J].International Journal on Pattern Recognition and ArtificialIntelligence.2006, 20(2):255-270[8]Li L H, Wu Z B, and Salem A F. Computerized analysis oft5 density effect on missed cancer detection in digitalmammography[J].Computerized Medical Imaging and Graphics.2006, 30(5):291-297[9]Xiao M, Xia S R, and Wang S W. Geometric active contourmodel with color and intensity priors for medical imagesegmentation. 27th IEEE Annual International Conference ofthe Engineering in Medicine and Biology Society, Shanghai,China, September 2005: 6496-6499.[10]张智星, 孙春在, 水谷英二. 张平安, 高春华, 高峰. 神经-模糊和软计算. 第1 版, 西安: 西安交通大学出版社, 2000:238-287.Jang J S R, Sun C T, Mizutani E, Zhang P A, Gao C H, andGao F. Neuro-Fuzzy and Soft Computing. 1st Edition, Xian:Xian Jiaotong University Press, 2000: 238-287.[11]Rangayyan R M, El-Faramawy N M, and Desautels J E L, etal.. Measures of acutance and shape for classification ofbreast tumors[J].IEEE Transactions on Medical Imaging.1997,16(6):799-810[12]Mudigonda N R, Rangayyan R M, and Desautels J E L.Detection of breast masses in mammograms by density slicingand texture flow-field analysis[J].IEEE Transactions onMedical Imaging.2001, 20(12):1215-1227