Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics (Hardcover, 2019)

Clinical Report Guided Multi-Sieving Deep Learning for Retinal Microaneurysm Detection Ling Dai, Ruogu Fang, Huating Li, Xuhong Hou, Bin Sheng, Qiang Wu and Weiping Jia Optic Disc and Cup Segmentation Based on Multi-label Deep Network for Fundus Glaucoma Screening Huazhu Fu, Jun Cheng, Yanwu Xu, Damon Wing Kee Wong, and Jiang Liu Thoracic Disease Identification and Localization with Limited Supervision Zhe Li, Chong Wang, Mei Han, Yuan Xue, Wei Wei, Li-Jia Li, and Fei-Fei Li ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases X Wang, Y Peng, L Lu, Z Lu, M Bagheri, and RM Summers TieNet: Text-Image Embedding Network for Common Thorax Disease Classification and Reporting in Chest X-rays Xiaosong Wang, Yifan Peng, Le Lu, Zhiyong Lu, and Ronald Summers Deep Lesion Graph in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database Ke Yan, Xiaosong Wang,; Le Lu, Ling Zhang, Adam Harrison, HADI Bagheri, and Ronald Summers Deep Reinforcement Learning based Attention to Detect Breast Lesions from DCE-MRI Gabriel Maicas, Andrew Bradley, Jacinto Nascimento, Ian Reid, and Gustavo Carneiro Deep Convolutional Hashing for Low Dimensional Binary Embedding of Histopathological Images M. Sapkota, X. Shi, F. Xing, and L. Yang Pancreas Segmentation in CT and MRI Images via Domain Specific Network Designing and Recurrent Neural Contextual Learning J. Cai, L. Lu, F. Xing, and L. Yang Spatial Clockwork Recurrent Neural Network for Muscle Perimysium Segmentation Y. Xie, Z. Zhang, M. Sapkota, and L. Yang Pancreas Alan Yuille Multi-Organ Alan Yuille Convolutional Invasion and Expansion Networks for Tumor Growth Prediction Ling Zhang, Le Lu, Ronald Summers, Electron Kebebew, and Jianhua Yao Cross-Modality Synthesis in Magnetic Resonance Imaging Yawen Huang, Ling Shao, and Alejandro F. Frangi Image Quality Assessment for Population Cardiac MRI Le Zhang, Marco Pereanez, and Alejandro F. Frangi Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang, Pingkun Yan, Yanbo Zhang, Hengyong Yu, Yongyi Shi, Xuanqin Mou, Mannudeep K Kalra, Yi Zhang, Ling Sun, and Ge Wang Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, and Pheng-Ann Heng Automatic Vertebra Labeling in Large-Scale Medical Images using Deep Image-to-Image Network with Message Passing and Sparsity Regularization Dong Yang, Tao Xiong, and Daguang Xu 3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes Siqi Liu and Daguang Xu Multi-Agent Learning for Robust Image Registration Shun Miao, Rui Liao, and Tommaso Mansi Deep Learning in Magnetic Resonance Imaging of Cardiac Function Dong Yang and Drimitri Metaxas Automatic Vertebra Labeling in Large-Scale Medical Images using Deep Image-to-Image Network with Message Passing and Sparsity Regularization Dong Yang, Tao Xiong, and Daguang Xu Deep Learning on Functional Connectivity of Brain: Are We There Yet? Harish Ravi Prakash, Arjun Watane, Sachin Jambawalikar, and Ulas Bagci