| Reducing Magnetic Resonance Image Spacing by Learning Without Ground-Truth | Mar 27, 2020 | Medical Image AnalysisSuper-Resolution | —Unverified | 0 |
| Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation | Mar 20, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| Eisen: a python package for solid deep learning | Mar 18, 2020 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation | Mar 18, 2020 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Breast Cancer Detection Using Convolutional Neural Networks | Mar 17, 2020 | Anomaly DetectionBreast Cancer Detection | CodeCode Available | 0 |
| 3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images | Mar 17, 2020 | Image SegmentationLiver Segmentation | —Unverified | 0 |
| Synthesis of Brain Tumor MR Images for Learning Data Augmentation | Mar 17, 2020 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 |
| SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images | Mar 12, 2020 | Medical Image AnalysisSynthetic Data Generation | —Unverified | 0 |
| Trajectory Grouping with Curvature Regularization for Tubular Structure Tracking | Mar 8, 2020 | Medical Image Analysis | —Unverified | 0 |
| BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation | Mar 3, 2020 | AutoMLImage Segmentation | —Unverified | 0 |
| A Question-Centric Model for Visual Question Answering in Medical Imaging | Mar 2, 2020 | Medical Image AnalysisQuestion Answering | CodeCode Available | 0 |
| Learning from Suspected Target: Bootstrapping Performance for Breast Cancer Detection in Mammography | Mar 1, 2020 | Breast Cancer DetectionMedical Image Analysis | —Unverified | 0 |
| Self-supervised Representation Learning for Ultrasound Video | Feb 28, 2020 | AnatomyMedical Image Analysis | —Unverified | 0 |
| Deform-GAN:An Unsupervised Learning Model for Deformable Registration | Feb 26, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Optimizing Privacy-Preserving Outsourced Convolutional Neural Network Predictions | Feb 22, 2020 | Medical Image AnalysisPrediction | —Unverified | 0 |
| Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis | Feb 20, 2020 | BIG-bench Machine LearningBreast Tumour Classification | CodeCode Available | 1 |
| 4D Semantic Cardiac Magnetic Resonance Image Synthesis on XCAT Anatomical Model | Feb 17, 2020 | AnatomyGenerative Adversarial Network | —Unverified | 0 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 |
| A Novel and Efficient Tumor Detection Framework for Pancreatic Cancer via CT Images | Feb 11, 2020 | Computed Tomography (CT)Medical Image Analysis | —Unverified | 0 |
| Edge-Gated CNNs for Volumetric Semantic Segmentation of Medical Images | Feb 11, 2020 | DecoderMedical Image Analysis | —Unverified | 0 |
| Knowledge Distillation for Brain Tumor Segmentation | Feb 10, 2020 | Brain Tumor SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Unlabeled Data Deployment for Classification of Diabetic Retinopathy Images Using Knowledge Transfer | Feb 9, 2020 | General ClassificationKnowledge Distillation | —Unverified | 0 |
| Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives | Jan 26, 2020 | Medical Image Analysis | —Unverified | 0 |
| Suggestive Labelling for Medical Image Analysis by Adaptive Latent Space Sampling | Jan 25, 2020 | InformativenessMedical Image Analysis | —Unverified | 0 |
| Training Models 20X Faster in Medical Image Analysis | Jan 25, 2020 | Medical Image Analysis | —Unverified | 0 |
| Multi-Task Deep Learning: Simultaneous Segmentation and Survival Analysis via Cox Proportional Hazards Regression | Jan 25, 2020 | Medical Image AnalysisMulti-Task Learning | —Unverified | 0 |
| Dynamic multi-object Gaussian process models: A framework for data-driven functional modelling of human joints | Jan 22, 2020 | DiagnosticManagement | CodeCode Available | 0 |
| Lesion Harvester: Iteratively Mining Unlabeled Lesions and Hard-Negative Examples at Scale | Jan 21, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Learning Deformable Registration of Medical Images with Anatomical Constraints | Jan 20, 2020 | AnatomyImage Registration | CodeCode Available | 1 |
| Image Segmentation Using Deep Learning: A Survey | Jan 15, 2020 | DecoderDeep Learning | CodeCode Available | 1 |
| Robustness of Brain Tumor Segmentation | Dec 24, 2019 | Brain Tumor SegmentationMedical Image Analysis | —Unverified | 0 |
| LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation | Dec 13, 2019 | Computational EfficiencyImage Segmentation | CodeCode Available | 0 |
| Multimodal Self-Supervised Learning for Medical Image Analysis | Dec 11, 2019 | Brain Tumor SegmentationData Augmentation | —Unverified | 0 |
| Understanding 3D CNN Behavior for Alzheimer's Disease Diagnosis from Brain PET Scan | Dec 10, 2019 | Medical Image Analysis | —Unverified | 0 |
| Selective Synthetic Augmentation with Quality Assurance | Dec 9, 2019 | ClassificationData Augmentation | —Unverified | 0 |
| Deep learning with noisy labels: exploring techniques and remedies in medical image analysis | Dec 5, 2019 | Deep LearningLearning with noisy labels | —Unverified | 0 |
| OASIS: One-pass aligned Atlas Set for Image Segmentation | Dec 5, 2019 | Image RegistrationImage Segmentation | —Unverified | 0 |
| Globally Guided Progressive Fusion Network for 3D Pancreas Segmentation | Nov 23, 2019 | Medical Image AnalysisOrgan Segmentation | —Unverified | 0 |
| Kvasir-SEG: A Segmented Polyp Dataset | Nov 16, 2019 | Image SegmentationMedical Image Analysis | CodeCode Available | 0 |
| Optimization with soft Dice can lead to a volumetric bias | Nov 6, 2019 | Medical Image AnalysisSegmentation | —Unverified | 0 |
| Unified Multi-scale Feature Abstraction for Medical Image Segmentation | Oct 24, 2019 | DecoderImage Segmentation | —Unverified | 0 |
| Deep generative model-driven multimodal prostate segmentation in radiotherapy | Oct 23, 2019 | Medical Image AnalysisMulti-Task Learning | —Unverified | 0 |
| Deep Semantic Segmentation of Natural and Medical Images: A Review | Oct 16, 2019 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation | Oct 11, 2019 | Image ReconstructionImage Segmentation | —Unverified | 0 |
| REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs | Oct 8, 2019 | FairnessMedical Image Analysis | —Unverified | 0 |
| A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis | Oct 7, 2019 | Active LearningDeep Learning | —Unverified | 0 |
| NeurReg: Neural Registration and Its Application to Image Segmentation | Oct 4, 2019 | Image RegistrationImage Segmentation | CodeCode Available | 0 |
| Weakly supervised segmentation from extreme points | Oct 2, 2019 | BIG-bench Machine LearningMedical Image Analysis | —Unverified | 0 |
| Improvement of Multiparametric MR Image Segmentation by Augmenting the Data with Generative Adversarial Networks for Glioma Patients | Oct 1, 2019 | Generative Adversarial NetworkImage Segmentation | —Unverified | 0 |
| Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging | Sep 27, 2019 | BIG-bench Machine LearningMedical Image Analysis | CodeCode Available | 1 |