NING Bin, LI Lu,YU Teng-Fei, TONG Hui, HE Wen, ZHAO Ming-Chang. Method of Distinguishing Stability of Carotid Plaque Based on Two-stream Neural Network[J]. Chinese Journal of Stroke, 2019, 14(05): 438-443.
[1] 宁彬,何文,张东,等. 斑块内新生血管分布特征的超声造影与病理对照[J]. 中国医学影像技术,2015,31(5):655-658.[2] KANBER B,HARTSHORNE T C,HORSFIELDM A,et al. Quantitative assessment of carotidplaque surface irregularities and correlation tocerebrovascular symptoms[J/OL]. CardiovascUltrasound,2013,11:38. https://doi.org/10.1186/1476-7120-11-38.[3] DOU Q,CHEN H,YU L,et al. Automatic detectionof cerebral microbleeds from MR images via 3Dconvolutional neural networks[J]. IEEE Trans MedImaging,2016,35(5):1182-1195.[4] CHEN H,NI D,QIN J,et al. Standard planelocalization in fetal ultrasound via domaintransferred deep neural networks[J]. IEEE J BiomedHealth Inform,2015,19(5):1627-1636.[5] SHIN S Y,LEE S,YUN I D,et al. Joint weaklyand Semi-Supervised deep learning for localizationand classification of masses in breast ultrasoundimages[J/OL]. IEEE Trans Med Imaging,2018,12.https://doi.org/10.1109/TMI.2018.2872031.[6] LEKADIR K,GALIMZIANOVA A,BETRIU A,et al. A convolutional neural network for automaticcharacterization of plaque composition in carotidultrasound[J]. IEEE J Biomed Health Inform,2016,21(1):48.[7] 孙夏,吴蔚,吴鹏,等. 基于卷积神经网络的颈动脉斑块超声图像特征识别[J]. 中国医疗器械信息,2016,22(9):4-8.[8] 赵媛,孙夏,丁明跃. 一种基于深度学习的颈动脉斑块超声图像识别方法[J]. 中国医疗器械信息,2017,23(9):9-11.[9] SIMONYAN K,ZISSERMAN A. Two-Streamconvolutional networks for action recognition invideos[C]. Montreal,28th Conference on NeuralInformation Processing Systems NIPS,2014.[10] GUNNAR F. Two-Frame motion estimation basedon polynomial expansion[C]. Halmstad,Sweden,13th Scandinavian Conference on Image Analysis(SCIA 2003),2003.[11] YOSINSKI J,CLUNE J,BENGIO Y,et al. How transferable are features in deep neural networks?[J].Eprint Arxiv,2014,27(11):3320-3328.[12] FEINSTEIN S B. Contrast ultrasound imaging ofthe carotid artery vasa vasorum and atheroscleroticplaque neovascularization[J]. J Am Coll Cardiol,2006,48(2):236-243.[13] VIRMANI R,KOLODGIE F D,BURKE A P,et al.Atherosclerotic plaque progression and vulnerabilityto rupture:angiogenesis as a source of intraplaquehemorrhage[J]. Arterioscler Thromb Vasc Biol,2005,25(10):2054-2061.[14] COLI S,MAGNONI M,SANGIORGI G,etal. Contrast-Enhanced ultrasound imaging ofintraplaque neovascularization in carotid arteries[J].J Am Coll Cardiol,2008,52(3):223-230.[15] STAUB D,SCHINKEL A F,COLL B,et al.Contrast-Enhanced Ultrasound Imaging of theVasa Vasorum:from early atherosclerosis tothe identification of unstable plaques[J]. JACC:Cardiovasc Imag,2010,3(7):761-771.