| Weighted Mean Frequencies: a handcraft Fourier feature for 4D Flow MRI segmentation | Jun 25, 2025 | MRI segmentationSegmentation | —Unverified | 0 |
| SAMba-UNet: Synergizing SAM2 and Mamba in UNet with Heterogeneous Aggregation for Cardiac MRI Segmentation | May 22, 2025 | MambaMRI segmentation | —Unverified | 0 |
| Hypergraph Tversky-Aware Domain Incremental Learning for Brain Tumor Segmentation with Missing Modalities | May 22, 2025 | Brain Tumor SegmentationIncremental Learning | CodeCode Available | 0 |
| Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation | May 15, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| Advances in Automated Fetal Brain MRI Segmentation and Biometry: Insights from the FeTA 2024 Challenge | May 5, 2025 | MRI segmentationSegmentation | —Unverified | 0 |
| 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 |
| Towards contrast- and pathology-agnostic clinical fetal brain MRI segmentation using SynthSeg | Apr 14, 2025 | Data AugmentationMRI segmentation | —Unverified | 0 |
| Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation | Apr 6, 2025 | Brain Tumor SegmentationImage Segmentation | —Unverified | 0 |
| Dynamically evolving segment anything model with continuous learning for medical image segmentation | Mar 8, 2025 | DiversityImage Segmentation | —Unverified | 0 |
| Task-oriented Uncertainty Collaborative Learning for Label-Efficient Brain Tumor Segmentation | Mar 7, 2025 | Brain Tumor SegmentationMRI segmentation | CodeCode Available | 0 |
| Deep Learning-Based Approach for Automatic 2D and 3D MRI Segmentation of Gliomas | Feb 27, 2025 | Computational EfficiencyMRI segmentation | —Unverified | 0 |
| SAMRI-2: A Memory-based Model for Cartilage and Meniscus Segmentation in 3D MRIs of the Knee Joint | Feb 14, 2025 | MRI segmentationSegmentation | —Unverified | 0 |
| Pathological MRI Segmentation by Synthetic Pathological Data Generation in Fetuses and Neonates | Jan 31, 2025 | Data AugmentationDiagnostic | —Unverified | 0 |
| Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data Release | Jan 30, 2025 | AnatomyBrain Segmentation | CodeCode Available | 0 |
| No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling | Jan 18, 2025 | CPUGPU | —Unverified | 0 |
| Rate-My-LoRA: Efficient and Adaptive Federated Model Tuning for Cardiac MRI Segmentation | Jan 6, 2025 | Cardiac SegmentationFederated Learning | —Unverified | 0 |
| A fuzzy rank-based ensemble of CNN models for MRI segmentation | Dec 28, 2024 | Decision MakingMRI segmentation | CodeCode Available | 0 |
| VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation | Dec 20, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 0 |
| QCResUNet: Joint Subject-level and Voxel-level Segmentation Quality Prediction | Dec 10, 2024 | Brain Tumor SegmentationMRI segmentation | CodeCode Available | 0 |
| MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities | Dec 4, 2024 | Image GenerationImage Segmentation | CodeCode Available | 1 |
| Machine-agnostic Automated Lumbar MRI Segmentation using a Cascaded Model Based on Generative Neurons | Nov 23, 2024 | Data AugmentationDecoder | —Unverified | 0 |
| Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentation | Oct 30, 2024 | AnatomyMRI segmentation | CodeCode Available | 0 |
| Towards Population Scale Testis Volume Segmentation in DIXON MRI | Oct 30, 2024 | MRI segmentationSegmentation | —Unverified | 0 |
| Revisiting MAE pre-training for 3D medical image segmentation | Oct 30, 2024 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Adaptive Aggregation Weights for Federated Segmentation of Pancreas MRI | Oct 29, 2024 | Federated LearningMRI segmentation | —Unverified | 0 |
| Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Segmentation of Pediatric Brain Tumors using a Radiologically informed, Deep Learning Cascade | Oct 17, 2024 | Brain Tumor SegmentationMRI segmentation | —Unverified | 0 |
| 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 |
| An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion | Oct 9, 2024 | MRI segmentationMyocardium Segmentation | —Unverified | 0 |
| Lost in Tracking: Uncertainty-guided Cardiac Cine MRI Segmentation at Right Ventricle Base | Oct 4, 2024 | MRI segmentationSegmentation | —Unverified | 0 |
| 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 |
| Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models | Sep 27, 2024 | Anomaly DetectionKnowledge Distillation | —Unverified | 0 |
| Pioneering Precision in Lumbar Spine MRI Segmentation with Advanced Deep Learning and Data Enhancement | Sep 9, 2024 | DiagnosticMRI segmentation | —Unverified | 0 |
| Distribution-Aware Replay for Continual MRI Segmentation | Jul 30, 2024 | Continual LearningHippocampus | —Unverified | 0 |
| Dense Self-Supervised Learning for Medical Image Segmentation | Jul 29, 2024 | DecoderImage Segmentation | —Unverified | 0 |
| Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization | Jul 22, 2024 | Age EstimationMRI segmentation | CodeCode Available | 1 |
| Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets | Jul 15, 2024 | MRI segmentationSelf-Supervised Learning | CodeCode Available | 1 |
| Exploiting Scale-Variant Attention for Segmenting Small Medical Objects | Jul 10, 2024 | Cell SegmentationMRI segmentation | CodeCode Available | 2 |
| 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 |
| TotalVibeSegmentator: Full Body MRI Segmentation for the NAKO and UK Biobank | May 31, 2024 | EpidemiologyHoldout Set | CodeCode Available | 2 |
| TotalSegmentator MRI: Robust Sequence-independent Segmentation of Multiple Anatomic Structures in MRI | May 29, 2024 | MRI segmentation | CodeCode Available | 7 |
| The 2024 Brain Tumor Segmentation (BraTS) Challenge: Glioma Segmentation on Post-treatment MRI | May 28, 2024 | Brain Tumor SegmentationMRI segmentation | —Unverified | 0 |
| UU-Mamba: Uncertainty-aware U-Mamba for Cardiac Image Segmentation | May 25, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| Reliable Source Approximation: Source-Free Unsupervised Domain Adaptation for Vestibular Schwannoma MRI Segmentation | May 25, 2024 | Domain AdaptationMRI segmentation | CodeCode Available | 1 |
| Enhancing Generalized Fetal Brain MRI Segmentation using A Cascade Network with Depth-wise Separable Convolution and Attention Mechanism | May 24, 2024 | MRI segmentationSegmentation | —Unverified | 0 |
| Large-Scale Multi-Center CT and MRI Segmentation of Pancreas with Deep Learning | May 20, 2024 | BenchmarkingMRI segmentation | CodeCode Available | 2 |
| Improve Cross-Modality Segmentation by Treating T1-Weighted MRI Images as Inverted CT Scans | May 4, 2024 | Computed Tomography (CT)MRI segmentation | —Unverified | 0 |
| A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention | Apr 30, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| How Much Data are Enough? Investigating Dataset Requirements for Patch-Based Brain MRI Segmentation Tasks | Apr 4, 2024 | MRI segmentation | —Unverified | 0 |
| A Probabilistic Hadamard U-Net for MRI Bias Field Correction | Mar 8, 2024 | MRI segmentation | CodeCode Available | 0 |