| TotalSegmentator MRI: Robust Sequence-independent Segmentation of Multiple Anatomic Structures in MRI | May 29, 2024 | MRI segmentation | CodeCode Available | 7 | 5 |
| Exploiting Scale-Variant Attention for Segmenting Small Medical Objects | Jul 10, 2024 | Cell SegmentationMRI segmentation | CodeCode Available | 2 | 5 |
| SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI | Jan 23, 2024 | MRI segmentationSegmentation | CodeCode Available | 2 | 5 |
| Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep Learning | May 20, 2024 | BenchmarkingMRI segmentation | CodeCode Available | 2 | 5 |
| TotalVibeSegmentator: Full Body MRI Segmentation for the NAKO and UK Biobank | May 31, 2024 | EpidemiologyHoldout Set | CodeCode Available | 2 | 5 |
| OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data | Oct 20, 2021 | 3D Semantic SegmentationLiver Segmentation | CodeCode Available | 1 | 5 |
| Label-set Loss Functions for Partial Supervision: Application to Fetal Brain 3D MRI Parcellation | Jul 8, 2021 | Missing LabelsMRI segmentation | CodeCode Available | 1 | 5 |
| Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decomposition | Oct 3, 2024 | Brain Tumor ClassificationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation | Jul 3, 2024 | Domain AdaptationImage Segmentation | CodeCode Available | 1 | 5 |
| Causality-inspired Single-source Domain Generalization for Medical Image Segmentation | Nov 24, 2021 | Data AugmentationDomain Generalization | CodeCode Available | 1 | 5 |
| UU-Mamba: Uncertainty-aware U-Mamba for Cardiac Image Segmentation | May 25, 2024 | Image SegmentationMamba | CodeCode Available | 1 | 5 |
| A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation | Apr 5, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| A 3D generative model of pathological multi-modal MR images and segmentations | Nov 8, 2023 | Data AugmentationMRI segmentation | CodeCode Available | 1 | 5 |
| Cardiac MRI Segmentation with Strong Anatomical Guarantees | Jul 5, 2019 | Cardiac SegmentationMRI segmentation | CodeCode Available | 1 | 5 |
| Gradient-Map-Guided Adaptive Domain Generalization for Cross Modality MRI Segmentation | Nov 16, 2023 | Domain GeneralizationMedical Diagnosis | CodeCode Available | 1 | 5 |
| Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation | Oct 5, 2021 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Reliable brain morphometry from contrast‐enhanced T1w‐MRI in patients with multiple sclerosis | Oct 17, 2022 | 3D Medical Imaging SegmentationAnatomy | CodeCode Available | 1 | 5 |
| A Learning Strategy for Contrast-agnostic MRI Segmentation | Mar 4, 2020 | Brain SegmentationMRI segmentation | CodeCode Available | 1 | 5 |
| Harmonizing Flows: Unsupervised MR harmonization based on normalizing flows | Jan 27, 2023 | MRI segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation | Jul 10, 2021 | AnatomyDomain Adaptation | CodeCode Available | 1 | 5 |
| MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities | Dec 4, 2024 | Image GenerationImage Segmentation | CodeCode Available | 1 | 5 |
| Learning Directional Feature Maps for Cardiac MRI Segmentation | Jul 22, 2020 | Cardiac SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Reliable Source Approximation: Source-Free Unsupervised Domain Adaptation for Vestibular Schwannoma MRI Segmentation | May 25, 2024 | Domain AdaptationMRI segmentation | CodeCode Available | 1 | 5 |
| Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains | Jul 4, 2020 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 | 5 |
| Anatomical Priors in Convolutional Networks for Unsupervised Biomedical Segmentation | Mar 7, 2019 | MRI segmentationSegmentation | CodeCode Available | 1 | 5 |
| UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation | Sep 19, 2023 | Brain SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| NestedFormer: Nested Modality-Aware Transformer for Brain Tumor Segmentation | Aug 31, 2022 | Brain Tumor SegmentationDecoder | CodeCode Available | 1 | 5 |
| Attentive Symmetric Autoencoder for Brain MRI Segmentation | Sep 19, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation | Jun 10, 2022 | Medical Image AnalysisMRI segmentation | CodeCode Available | 1 | 5 |
| Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization | Jul 22, 2024 | Age EstimationMRI segmentation | CodeCode Available | 1 | 5 |
| A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention | Apr 30, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 | 5 |
| DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images | May 27, 2022 | Histopathological Image Classificationimage-classification | CodeCode Available | 1 | 5 |
| Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets | Jul 15, 2024 | MRI segmentationSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance | Apr 17, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| QCResUNet: Joint Subject-level and Voxel-level Segmentation Quality Prediction | Dec 10, 2024 | Brain Tumor SegmentationMRI segmentation | CodeCode Available | 0 | 5 |
| ASC: Appearance and Structure Consistency for Unsupervised Domain Adaptation in Fetal Brain MRI Segmentation | Oct 22, 2023 | Domain AdaptationMRI segmentation | CodeCode Available | 0 | 5 |
| A Probabilistic Hadamard U-Net for MRI Bias Field Correction | Mar 8, 2024 | MRI segmentation | CodeCode Available | 0 | 5 |
| 3D Densely Convolutional Networks for VolumetricSegmentation | Sep 13, 2017 | 3D Medical Imaging SegmentationBrain Segmentation | CodeCode Available | 0 | 5 |
| Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets | Jan 4, 2023 | Contrastive LearningDomain Adaptation | CodeCode Available | 0 | 5 |
| Multi-planar 3D knee MRI segmentation via UNet inspired architectures | Dec 20, 2022 | MRI segmentationSegmentation | CodeCode Available | 0 | 5 |
| REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation | Oct 14, 2024 | Knowledge DistillationMedical Image Analysis | CodeCode Available | 0 | 5 |
| Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation | Aug 12, 2019 | Domain AdaptationMRI segmentation | CodeCode Available | 0 | 5 |
| Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentation | Sep 11, 2023 | Brain SegmentationMRI segmentation | CodeCode Available | 0 | 5 |
| Isointense Infant Brain Segmentation with a Hyper-dense Connected Convolutional Neural Network | Oct 16, 2017 | Brain SegmentationInfant Brain Mri Segmentation | CodeCode Available | 0 | 5 |
| Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentation | Oct 30, 2024 | AnatomyMRI segmentation | CodeCode Available | 0 | 5 |
| IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation | Oct 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Improved post-hoc probability calibration for out-of-domain MRI segmentation | Aug 4, 2022 | Image SegmentationMRI segmentation | CodeCode Available | 0 | 5 |
