ZHAO Hai, YANG Ting-ting, ZHU Hong-bo, DOU Sheng-chang. Method of Measuring the Benign and Malignancy of Pulmonary Nodules Based on ARG[J]. Journal of Northeastern University Natural Science, 2018, 39(7): 942-948.
[1]Zhang F,Song Y,Cai W,et al.Lung nodule classification with multilevel patch-based context analysis[J].IEEE Transactions on Biomedical Engineering,2014,61(4):1155-1166. [2]Zinovev D,Feigenbaum J,Furst J,et al.Probabilistic lung nodule classification with belief decision trees[C]//International Conference of the IEEE Engineering in Medicine & Biology Society.Boston,2011:4493-4498. [3]Chen H,Wu W,Xia H,et al.Classification of pulmonary nodules using neural network ensemble[C]//International Conference on Advances in Neural Networks.Berlin:Springer,2011:460-466. [4]Kumar D,Wong A,Clausi D A.Lung nodule classification using deep features in CT images[C]//Conference on Computer and Robot Vision.Santiago:IEEE Computer Society,2015:133-138. [5]Han F,Wang H,Zhang G,et al.Texture feature analysis for computer-aided diagnosis on pulmonary nodules[J].Journal of Digital Imaging,2015,28(1):99-115. [6]Shen W,Zhou M,Yang F,et al.Multi-crop convolutional neural networks for lung nodule malignancy suspiciousness classification[J].Pattern Recognition,2017,61(61):663-673. [7]Brandman S,Ko J P.Pulmonary nodule detection,characterization,and management with multidetector computed tomography[J].Journal of Thoracic Imaging,2011,26(2):90-105. [8]Kostis W J,Reeves A P,Yankelevitz D F,et al.Three-dimensional segmentation and growth-rate estimation of small pulmonary nodules in helical CT images[J].IEEE Transactions on Medical Imaging,2003,22(10):1259-1274. [9]Aksoy S.Modeling of remote sensing image content using attributed relational graphs[C]//Joint Iapr International Conference on Structural,Syntactic,and Statistical Pattern Recognition.Berlin:Springer-Verlag,2006:475-483. [10]Lu Y,Wu T,Zhu S C.Online object tracking,learning,and parsing with and-or graphs[C]//Computer Vision and Pattern Recognition.Columbus:IEEE,2014:3462-3469. [11]Bengoetxea E,Bloch I.Inexact graph matching for model-based recognition:evaluation and comparison of optimization algorithms[J].Pattern Recognition,2005,38(11):2099-2113. [12]Zhang Q,Wu Y N,Zhu S C.Mining and-or graphs for graph matching and object discovery[C]//IEEE International Conference on Computer Vision.Santiago:IEEE Computer Society,2015:55-63. [13]Zhang Y,Zhang Z,Liu K,et al.An improved IAMB algorithm for Markov blanket discovery[J].Journal of Computers,2010,5(11):1755-1761. [14]Tian G,Qiang J.Efficient Markov blanket discovery and its application[J].IEEE Transactions on Cybernetics,2016,47(5):1169-1179. [15]Singh S,Gupta A,Efros A A.Unsupervised discovery of mid-level discriminative patches[C]//Computer Vision.Berlin:Springer-Verlag,2012:73-86.