Sparse Autoencoder Based Deep Neural Network for Voxelwise Detection of Cerebral Microbleed

作者: Yu-Dong Zhang , Xiao-Xia Hou , Yi-Ding Lv , Hong Chen , Yin Zhang

DOI: 10.1109/ICPADS.2016.0166

关键词: Pattern recognitionAutoencoderFeature learningCross-validationComputer scienceArtificial neural networkArtificial intelligence

摘要: … Abstract—In order to detect cerebral microbleed more efficiently, we developed a novel … neural network was established using the learned features. The results over 10x10-fold cross …

参考文章(40)
Amir Fazlollahi, Fabrice Meriaudeau, Luca Giancardo, Victor L Villemagne, Christopher C Rowe, Paul Yates, Olivier Salvado, Pierrick Bourgeat, AIBL Research Group, Computer-aided detection of cerebral microbleeds in susceptibility-weighted imaging Computerized Medical Imaging and Graphics. ,vol. 46, pp. 269- 276 ,(2015) , 10.1016/J.COMPMEDIMAG.2015.10.001
Yoojin Lee, Yeji Han, HyunWook Park, A new susceptibility-weighted image reconstruction method for the reduction of background phase artifacts. Magnetic Resonance in Medicine. ,vol. 71, pp. 1324- 1335 ,(2014) , 10.1002/MRM.24776
Jonathan A. Goodwin, Kohsuke Kudo, Yutaka Shinohe, Satomi Higuchi, Ikuko Uwano, Fumio Yamashita, Makoto Sasaki, Susceptibility-Weighted Phase Imaging and Oxygen Extraction Fraction Measurement during Sedation and Sedation Recovery using 7T MRI Journal of Neuroimaging. ,vol. 25, pp. 575- 581 ,(2015) , 10.1111/JON.12192
Paolo Vitali, Dan Boghen, Nicole Daneault, Laurent Guillon-Létourneau, Alexandre Y. Poppe, Cerebral Microbleed Causing an Acute Stroke-like Episode in a CADASIL Patient. Canadian Journal of Neurological Sciences. ,vol. 41, pp. 661- 663 ,(2014) , 10.1017/CJN.2014.29
Wei Bian, Christopher P. Hess, Susan M. Chang, Sarah J. Nelson, Janine M. Lupo, Computer-aided detection of radiation-induced cerebral microbleeds on susceptibility-weighted MR images. NeuroImage: Clinical. ,vol. 2, pp. 282- 290 ,(2013) , 10.1016/J.NICL.2013.01.012
Yang Chen, Luyao Shi, Jiang Yang, Yining Hu, Limin Luo, Xindao Yin, Jean-Louis Coatrieux, Radiation dose reduction with dictionary learning based processing for head CT. Australasian Physical & Engineering Sciences in Medicine. ,vol. 37, pp. 483- 493 ,(2014) , 10.1007/S13246-014-0276-7
Yujie Li, Huimin Lu, Lifeng Zhang, Jianru Li, Seiichi Serikawa, Real-Time Visualization System for Deep-Sea Surveying Mathematical Problems in Engineering. ,vol. 2014, pp. 1- 10 ,(2014) , 10.1155/2014/437071
Mohamed L Seghier, Magdalena A Kolanko, Alexander P Leff, Hans R Jäger, Simone M Gregoire, David J Werring, None, Microbleed Detection Using Automated Segmentation (MIDAS): A New Method Applicable to Standard Clinical MR Images PLoS ONE. ,vol. 6, pp. e17547- ,(2011) , 10.1371/JOURNAL.PONE.0017547
Yudong Zhang, Lenan Wu, An Mr Brain Images Classifier via Principal Component Analysis and Kernel Support Vector Machine Progress in Electromagnetics Research-pier. ,vol. 130, pp. 369- 388 ,(2012) , 10.2528/PIER12061410