Deep-Learning-for-Medical-Applications

Deep learning of feature representation with multiple instance learning for medical image analysis

AggNet: Deep Learning From Crowds for Mitosis Detection in Breast Cancer Histology Images

Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation

Multi-scale Convolutional Neural Networks for Lung Nodule Classification

Predicting Alzheimer's disease: a neuroimaging study with 3D convolutional neural networks

Automatic Feature Learning to Grade Nuclear Cataracts Based on Deep Learning

Quantifying Radiographic Knee Osteoarthritis Severity using Deep Convolutional Neural Networks

A Deep Semantic Mobile Application for Thyroid Cytopathology

Alzheimer's Disease Diagnostics by a Deeply Supervised Adaptable 3D Convolutional Network

Multi-resolution-tract CNN with hybrid pretrained and skin-lesion trained layers

Towards Automated Melanoma Screening: Exploring Transfer Learning Schemes

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Pulmonary Nodule Detection in CT Images: False Positive Reduction Using Multi-View Convolutional Networks

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DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification

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3D Deep Learning for Multi-modal Imaging-Guided Survival Time Prediction of Brain Tumor Patients

Computer-Aided Diagnosis with Deep Learning Architecture: Applications to Breast Lesions in US Images and Pulmonary Nodules in CT Scans

Unsupervised deep learning applied to breast density segmentation and mammographic risk scoring

Deep multi-instance networks with sparse label assignment for whole mammogram classification

Spectral Graph Convolutions for Population-based Disease Prediction

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SurvivalNet: Predicting patient survival from diffusion weighted magnetic resonance images using cascaded fully convolutional and 3D convolutional neural networks

3D Deep Learning for Efficient and Robust Landmark Detection in Volumetric Data

Standard Plane Localization in Fetal Ultrasound via Domain Transferred Deep Neural Networks

Automated anatomical landmark detection ondistal femur surface using convolutional neural network

Automatic Fetal Ultrasound Standard Plane Detection Using Knowledge Transferred Recurrent Neural Networks

Regressing Heatmaps for Multiple Landmark Localization using CNNs

An artificial agent for anatomical landmark detection in medical images

Real-time Standard Scan Plane Detection and Localisation in Fetal Ultrasound using Fully Convolutional Neural Networks

Recognizing end-diastole and end-systole frames via deep temporal regression network

Improving Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation Neural Networks

Automated detection of pulmonary nodules in PET/CT images: Ensemble false-positive reduction using a convolutional neural network technique Neural Networks

Automatic Detection of Cerebral Microbleeds From MR Images via 3D Convolutional Neural Networks

Self-Transfer Learning for Fully Weakly Supervised Lesion Localization

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Fast Convolutional Neural Network Training Using Selective Data Sampling: Application to Hemorrhage Detection in Color Fundus Images

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DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification

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DeepEM: Deep 3D ConvNets with EM for weakly supervised pulmonary nodule detection

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Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

AnatomyNet: Deep learning for fast and fully automated whole‐volume segmentation of head and neck anatomy

Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields

Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks

SurvivalNet: Predicting patient survival from diffusion weighted magnetic resonance images using cascaded fully convolutional and 3D convolutional neural networks

q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI (Section II.B.2)

Adversarial Deep Structured Nets for Mass Segmentation from Mammograms

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3D Deeply Supervised Network for Automatic Liver Segmentation from CT Volumes

Unsupervised domain adaptation in brain lesion segmentation with adversarial networks

A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation

An Artificial Agent for Robust Image Registration

Automated anatomical landmark detection ondistal femur surface using convolutional neural network

q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI (Section II.B.1)

and other

A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

Deep Generative Adversarial Networks for Compressed Sensing Automates MRI

Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks

Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks

Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks

GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks

GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification