Two-Stage 2D CNN for Automatic Atrial Segmentation from LGE-MRIs

[1]  Aimin Hao,et al.  Automatic 3D Atrial Segmentation from GE-MRIs Using Volumetric Fully Convolutional Networks , 2018, STACOM@MICCAI.

[2]  Atsuto Maki,et al.  A systematic study of the class imbalance problem in convolutional neural networks , 2017, Neural Networks.

[3]  Xaq Pitkow,et al.  Skip Connections Eliminate Singularities , 2017, ICLR.

[4]  Jichao Zhao,et al.  Statistical Atlases and Computational Models of the Heart. Atrial Segmentation and LV Quantification Challenges , 2018, Lecture Notes in Computer Science.

[5]  Kawal S. Rhode,et al.  CardiacNET: Segmentation of Left Atrium and Proximal Pulmonary Veins from MRI Using Multi-view CNN , 2017, MICCAI.

[6]  Zhaohan Xiong,et al.  Machine Learning for Fully Automatic 3D Atria Segmentation and Reconstruction from Gadolinium Enhanced MRIs , 2017 .

[7]  Seyed-Ahmad Ahmadi,et al.  V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation , 2016, 2016 Fourth International Conference on 3D Vision (3DV).

[8]  Jian Sun,et al.  Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[9]  Thomas Brox,et al.  U-Net: Convolutional Networks for Biomedical Image Segmentation , 2015, MICCAI.

[10]  Sergey Ioffe,et al.  Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift , 2015, ICML.

[11]  Jian Sun,et al.  Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification , 2015, 2015 IEEE International Conference on Computer Vision (ICCV).

[12]  Jürgen Weese,et al.  Benchmark for Algorithms Segmenting the Left Atrium From 3D CT and MRI Datasets , 2015, IEEE Transactions on Medical Imaging.

[13]  Albert Hofman,et al.  Projections on the number of individuals with atrial fibrillation in the European Union, from 2000 to 2060. , 2013, European heart journal.

[14]  Prashanthan Sanders,et al.  Outcomes of long-standing persistent atrial fibrillation ablation: a systematic review. , 2010, Heart rhythm.

[15]  Joshua J. E. Blauer,et al.  Detection and Quantification of Left Atrial Structural Remodeling With Delayed-Enhancement Magnetic Resonance Imaging in Patients With Atrial Fibrillation , 2009, Circulation.