Deep feature transfer between localization and segmentation tasks Nov 6, 2018 Image Segmentation Medical Image Segmentation
— Unverified RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans Nov 4, 2018 Brain Tumor Segmentation Deep Attention
Code Code Available Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Oct 29, 2018 3D Medical Imaging Segmentation Brain Image Segmentation
Code Code Available A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Oct 18, 2018 Image Segmentation Lesion Segmentation
Code Code Available LadderNet: Multi-path networks based on U-Net for medical image segmentation Oct 17, 2018 Decoder Image Segmentation
Code Code Available A Novel Domain Adaptation Framework for Medical Image Segmentation Oct 11, 2018 Domain Adaptation Image Registration
— Unverified UOLO - automatic object detection and segmentation in biomedical images Oct 9, 2018 Fovea Detection Medical Image Segmentation
— Unverified Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan? Oct 3, 2018 Data Augmentation Image Segmentation
— Unverified PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation Oct 3, 2018 Image Segmentation Medical Image Segmentation
— Unverified Modern Convex Optimization to Medical Image Analysis Sep 24, 2018 Computed Tomography (CT) Image Segmentation
— Unverified Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks Sep 7, 2018 Image Segmentation Medical Image Segmentation
— Unverified Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach Sep 5, 2018 Decoder Generative Adversarial Network
— Unverified 3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes Aug 31, 2018 Brain Segmentation Image Segmentation
— Unverified Segmentation of Microscopy Data for finding Nuclei in Divergent Images Aug 19, 2018 Cell Segmentation Image Segmentation
— Unverified Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation Aug 15, 2018 BIG-bench Machine Learning Computed Tomography (CT)
— Unverified AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck Anatomy Aug 15, 2018 3D Medical Imaging Segmentation Anatomy
Code Code Available Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI Aug 5, 2018 Domain Adaptation Image Segmentation
— Unverified Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation Jul 19, 2018 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks Jul 19, 2018 Image Segmentation Medical Image Segmentation
— Unverified Automatically Designing CNN Architectures for Medical Image Segmentation Jul 19, 2018 Decoder Image Segmentation
— Unverified A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation Jul 16, 2018 Data Augmentation Medical Image Analysis
Code Code Available Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network Jul 15, 2018 Hippocampus image-classification
— Unverified Learning to Segment Medical Images with Scribble-Supervision Alone Jul 12, 2018 Anatomy Image Segmentation
— Unverified Prostate Segmentation using 2D Bridged U-net Jul 12, 2018 Image Segmentation Medical Image Segmentation
— Unverified Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions Jun 22, 2018 Deep Learning Image Segmentation
— Unverified Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model Jun 19, 2018 Image Registration Image Segmentation
— Unverified Contextual Hourglass Networks for Segmentation and Density Estimation Jun 8, 2018 Density Estimation Image Segmentation
— Unverified On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation Jun 7, 2018 Image Segmentation Medical Image Segmentation
— Unverified Y-Net: Joint Segmentation and Classification for Diagnosis of Breast Biopsy Images Jun 4, 2018 Descriptive Diagnostic
Code Code Available Learn the new, keep the old: Extending pretrained models with new anatomy and images Jun 1, 2018 Anatomy Image Segmentation
— Unverified Autofocus Layer for Semantic Segmentation May 22, 2018 Brain Tumor Segmentation Medical Image Segmentation
Code Code Available Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images May 22, 2018 Image Segmentation Medical Image Segmentation
— Unverified Constrained-CNN losses for weakly supervised segmentation May 12, 2018 Medical Image Segmentation Segmentation
Code Code Available Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation May 8, 2018 Image Segmentation Medical Image Segmentation
Code Code Available Pulmonary Artery–Vein Classification in CT Images Using Deep Learning May 4, 2018 3D Medical Imaging Segmentation Computed Tomography (CT)
— Unverified Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning Apr 11, 2018 Clustering Image Segmentation
— Unverified Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound Apr 7, 2018 Image Segmentation Medical Image Segmentation
— Unverified Towards whole-body CT Bone Segmentation Apr 3, 2018 Medical Image Segmentation Segmentation
— Unverified Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection Mar 28, 2018 Data Augmentation Image Segmentation
— Unverified Deep learning and its application to medical image segmentation Mar 23, 2018 Anatomy Computed Tomography (CT)
— Unverified Factorised spatial representation learning: application in semi-supervised myocardial segmentation Mar 19, 2018 Medical Image Segmentation Myocardium Segmentation
Code Code Available An application of cascaded 3D fully convolutional networks for medical image segmentation Mar 14, 2018 3D Medical Imaging Segmentation Image Segmentation
Code Code Available Replication study: Development and validation of deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs Mar 12, 2018 Diabetic Retinopathy Detection Medical Image Analysis
Code Code Available Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Feb 20, 2018 image-classification Image Classification
Code Code Available Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation Jan 25, 2018 Image Segmentation Lesion Detection
— Unverified Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Jan 16, 2018 Cardiac Segmentation Diagnostic
— Unverified Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth Dec 20, 2017 Image Generation Image-to-Image Translation
Code Code Available Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation Dec 14, 2017 Image Segmentation Infant Brain Mri Segmentation
Code Code Available A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation Dec 1, 2017 Image Segmentation Medical Image Segmentation
— Unverified Detection-aided liver lesion segmentation using deep learning Nov 29, 2017 Computed Tomography (CT) Deep Learning
Code Code Available 