| DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images | May 27, 2022 | Histopathological Image Classificationimage-classification | CodeCode Available | 1 |
| CORPS: Cost-free Rigorous Pseudo-labeling based on Similarity-ranking for Brain MRI Segmentation | May 19, 2022 | MRI segmentationSegmentation | —Unverified | 0 |
| A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation | Apr 5, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision | Mar 4, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Tempera: Spatial Transformer Feature Pyramid Network for Cardiac MRI Segmentation | Mar 1, 2022 | MRI segmentation | CodeCode Available | 0 |
| A Field of Experts Prior for Adapting Neural Networks at Test Time | Feb 10, 2022 | AnatomyLesion Segmentation | CodeCode Available | 0 |
| Variational Inference for Quantifying Inter-observer Variability in Segmentation of Anatomical Structures | Jan 18, 2022 | MRI segmentationSegmentation | —Unverified | 0 |
| ViTBIS: Vision Transformer for Biomedical Image Segmentation | Jan 15, 2022 | DecoderImage Segmentation | —Unverified | 0 |
| FastSurferVINN: Building Resolution-Independence into Deep Learning Segmentation Methods -- A Solution for HighRes Brain MRI | Dec 17, 2021 | Brain SegmentationDeep Learning | —Unverified | 0 |
| Causality-inspired Single-source Domain Generalization for Medical Image Segmentation | Nov 24, 2021 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| Acquisition-invariant brain MRI segmentation with informative uncertainties | Nov 7, 2021 | MRI segmentationSegmentation | —Unverified | 0 |
| C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation | Oct 29, 2021 | Domain AdaptationImage Segmentation | —Unverified | 0 |
| OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data | Oct 20, 2021 | 3D Semantic SegmentationLiver Segmentation | CodeCode Available | 1 |
| Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation | Oct 5, 2021 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation | Sep 13, 2021 | Data AugmentationDomain Generalization | CodeCode Available | 0 |
| A Decoupled Uncertainty Model for MRI Segmentation Quality Estimation | Sep 6, 2021 | MRI segmentationSegmentation | —Unverified | 0 |
| Hierarchical 3D Feature Learning for Pancreas Segmentation | Sep 3, 2021 | Automated Pancreas SegmentationMRI segmentation | CodeCode Available | 0 |
| Segmentation of Shoulder Muscle MRI Using a New Region and Edge based Deep Auto-Encoder | Aug 26, 2021 | MRI segmentationSegmentation | —Unverified | 0 |
| 3D AGSE-VNet: An Automatic Brain Tumor MRI Data Segmentation Framework | Jul 26, 2021 | Brain Tumor SegmentationMRI segmentation | —Unverified | 0 |
| Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts? | Jul 23, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| VTBIS: Vision Transformer for Biomedical Image Segmentation | Jul 20, 2021 | DecoderImage Segmentation | —Unverified | 0 |
| Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation | Jul 10, 2021 | AnatomyDomain Adaptation | CodeCode Available | 1 |
| Label-set Loss Functions for Partial Supervision: Application to Fetal Brain 3D MRI Parcellation | Jul 8, 2021 | Missing LabelsMRI segmentation | CodeCode Available | 1 |
| DFENet: A Novel Dimension Fusion Edge Guided Network for Brain MRI Segmentation | May 17, 2021 | DecoderMRI segmentation | —Unverified | 0 |
| Interpretability of a Deep Learning Model in the Application of Cardiac MRI Segmentation with an ACDC Challenge Dataset | Mar 15, 2021 | MRI segmentation | —Unverified | 0 |
| Leveraging 3D Information in Unsupervised Brain MRI Segmentation | Jan 26, 2021 | Anomaly DetectionMRI segmentation | —Unverified | 0 |
| Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study | Dec 31, 2020 | Image SegmentationMRI segmentation | —Unverified | 0 |
| SoftSeg: Advantages of soft versus binary training for image segmentation | Nov 18, 2020 | BinarizationBrain Tumor Segmentation | —Unverified | 0 |
| Towards Cardiac Intervention Assistance: Hardware-aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation | Aug 17, 2020 | MRI segmentationNeural Architecture Search | —Unverified | 0 |
| Learning Directional Feature Maps for Cardiac MRI Segmentation | Jul 22, 2020 | Cardiac SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| ICA-UNet: ICA Inspired Statistical UNet for Real-time 3D Cardiac Cine MRI Segmentation | Jul 18, 2020 | MRI segmentationSegmentation | —Unverified | 0 |
| PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation | Jul 18, 2020 | Domain AdaptationGenerative Adversarial Network | CodeCode Available | 1 |
| Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains | Jul 4, 2020 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Deep Generative Model-based Quality Control for Cardiac MRI Segmentation | Jun 23, 2020 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| A deep learning-based pipeline for error detection and quality control of brain MRI segmentation results | May 28, 2020 | MRI segmentationSegmentation | —Unverified | 0 |
| The International Workshop on Osteoarthritis Imaging Knee MRI Segmentation Challenge: A Multi-Institute Evaluation and Analysis Framework on a Standardized Dataset | Apr 29, 2020 | MRI segmentationSegmentation | CodeCode Available | 1 |
| A Learning Strategy for Contrast-agnostic MRI Segmentation | Mar 4, 2020 | Brain SegmentationMRI segmentation | CodeCode Available | 1 |
| SAU-Net: Efficient 3D Spine MRI Segmentation Using Inter-Slice Attention | Jan 25, 2020 | MRI segmentationSegmentation | —Unverified | 0 |
| Distributionally Robust Deep Learning using Hardness Weighted Sampling | Jan 8, 2020 | BIG-bench Machine LearningBrain Tumor Segmentation | CodeCode Available | 0 |
| Infant brain MRI segmentation with dilated convolution pyramid downsampling and self-attention | Dec 29, 2019 | Infant Brain Mri SegmentationMRI segmentation | —Unverified | 0 |
| Transfer Learning with Edge Attention for Prostate MRI Segmentation | Dec 20, 2019 | Image SegmentationMRI segmentation | —Unverified | 0 |
| AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation | Nov 20, 2019 | Brain SegmentationDecision Making | —Unverified | 0 |
| Scanner Invariant Multiple Sclerosis Lesion Segmentation from MRI | Oct 22, 2019 | DecoderLesion Segmentation | —Unverified | 0 |
| 3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation | Sep 14, 2019 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Combining Multi-Sequence and Synthetic Images for Improved Segmentation of Late Gadolinium Enhancement Cardiac MRI | Sep 3, 2019 | Cardiac SegmentationData Augmentation | —Unverified | 0 |
| Skip-connected 3D DenseNet for volumetric infant brain MRI segmentation | Sep 1, 2019 | Infant Brain Mri SegmentationMRI segmentation | —Unverified | 0 |
| Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks | Aug 23, 2019 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation | Aug 21, 2019 | DecoderDomain Adaptation | —Unverified | 0 |
| Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation | Aug 12, 2019 | Domain AdaptationMRI segmentation | CodeCode Available | 0 |
| Improving Brain Magnetic Resonance Image MRI Segmentation via a Novel Algorithm based on Genetic and Regional Growth | Jul 22, 2019 | AnatomyImage Segmentation | —Unverified | 0 |