| 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 |
| Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| VINNA for Neonates -- Orientation Independence through Latent Augmentations | Nov 29, 2023 | MRI segmentationSegmentation | CodeCode Available | 0 | 5 |
| Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation | Dec 14, 2017 | Image SegmentationInfant Brain Mri 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 |
| HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation | Sep 13, 2021 | Data AugmentationDomain Generalization | 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 |
| A fuzzy rank-based ensemble of CNN models for MRI segmentation | Dec 28, 2024 | Decision MakingMRI segmentation | CodeCode Available | 0 | 5 |
| Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data Release | Jan 30, 2025 | AnatomyBrain Segmentation | CodeCode Available | 0 | 5 |
| 3D Densely Convolutional Networks for Volumetric Segmentation | Sep 11, 2017 | Brain SegmentationImage Segmentation | CodeCode Available | 0 | 5 |
| Hierarchical 3D Feature Learning for Pancreas Segmentation | Sep 3, 2021 | Automated Pancreas SegmentationMRI segmentation | CodeCode Available | 0 | 5 |
| Multi-planar 3D knee MRI segmentation via UNet inspired architectures | Dec 20, 2022 | MRI segmentationSegmentation | 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 |
| A Field of Experts Prior for Adapting Neural Networks at Test Time | Feb 10, 2022 | AnatomyLesion 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 |
| Learning Robust Medical Image Segmentation from Multi-source Annotations | Apr 2, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Learning-Based Cost Functions for 3D and 4D Multi-Surface Multi-Object Segmentation of Knee MRI: Data from the Osteoarthritis Initiative | Mar 10, 2019 | Image SegmentationMRI segmentation | —Unverified | 0 | 0 |
| Leveraging 3D Information in Unsupervised Brain MRI Segmentation | Jan 26, 2021 | Anomaly DetectionMRI segmentation | —Unverified | 0 | 0 |
| Leveraging multi-view data without annotations for prostate MRI segmentation: A contrastive approach | Aug 12, 2023 | Contrastive LearningMRI segmentation | —Unverified | 0 | 0 |
| Lost in Tracking: Uncertainty-guided Cardiac Cine MRI Segmentation at Right Ventricle Base | Oct 4, 2024 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Machine-agnostic Automated Lumbar MRI Segmentation using a Cascaded Model Based on Generative Neurons | Nov 23, 2024 | Data AugmentationDecoder | —Unverified | 0 | 0 |
| Transfer Learning with Edge Attention for Prostate MRI Segmentation | Dec 20, 2019 | Image SegmentationMRI segmentation | —Unverified | 0 | 0 |
| Med-DANet V2: A Flexible Dynamic Architecture for Efficient Medical Volumetric Segmentation | Oct 28, 2023 | Computational EfficiencyMRI segmentation | —Unverified | 0 | 0 |
| MRAnnotator: multi-Anatomy and many-Sequence MRI segmentation of 44 structures | Feb 1, 2024 | AnatomyBenchmarking | —Unverified | 0 | 0 |
| MRI Cross-Modality NeuroImage-to-NeuroImage Translation | Jan 22, 2018 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Multi-Contrast MRI Segmentation Trained on Synthetic Images | Jul 6, 2022 | Image SegmentationMRI segmentation | —Unverified | 0 | 0 |
| Multi-stream 3D FCN with Multi-scale Deep Supervision for Multi-modality Isointense Infant Brain MR Image Segmentation | Nov 28, 2017 | Image SegmentationInfant Brain Mri Segmentation | —Unverified | 0 | 0 |
| ν-net: Deep Learning for Generalized Biventricular Cardiac Mass and Function Parameters | Jun 14, 2017 | AnatomyImage Segmentation | —Unverified | 0 | 0 |
| No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling | Jan 18, 2025 | CPUGPU | —Unverified | 0 | 0 |
| Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images | Jun 7, 2022 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Pathological MRI Segmentation by Synthetic Pathological Data Generation in Fetuses and Neonates | Jan 31, 2025 | Data AugmentationDiagnostic | —Unverified | 0 | 0 |
| Pelvic floor MRI segmentation based on semi-supervised deep learning | Nov 6, 2023 | Deep LearningDiagnostic | —Unverified | 0 | 0 |
| Performance Evaluation of Vanilla, Residual, and Dense 2D U-Net Architectures for Skull Stripping of Augmented 3D T1-weighted MRI Head Scans | Nov 29, 2022 | DiagnosticMRI segmentation | —Unverified | 0 | 0 |
| Pioneering Precision in Lumbar Spine MRI Segmentation with Advanced Deep Learning and Data Enhancement | Sep 9, 2024 | DiagnosticMRI segmentation | —Unverified | 0 | 0 |
| Rate-My-LoRA: Efficient and Adaptive Federated Model Tuning for Cardiac MRI Segmentation | Jan 6, 2025 | Cardiac SegmentationFederated Learning | —Unverified | 0 | 0 |
| Revisiting MAE pre-training for 3D medical image segmentation | Oct 30, 2024 | Image SegmentationMedical Image Analysis | —Unverified | 0 | 0 |
| RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation | Jun 8, 2022 | MRI segmentationNeural Architecture Search | —Unverified | 0 | 0 |
| SAMba-UNet: Synergizing SAM2 and Mamba in UNet with Heterogeneous Aggregation for Cardiac MRI Segmentation | May 22, 2025 | MambaMRI segmentation | —Unverified | 0 | 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 | 0 |
| SAU-Net: Efficient 3D Spine MRI Segmentation Using Inter-Slice Attention | Jan 25, 2020 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Scanner Invariant Multiple Sclerosis Lesion Segmentation from MRI | Oct 22, 2019 | DecoderLesion Segmentation | —Unverified | 0 | 0 |
| Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision | Mar 4, 2022 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Segmentation of Pediatric Brain Tumors using a Radiologically informed, Deep Learning Cascade | Oct 17, 2024 | Brain Tumor SegmentationMRI segmentation | —Unverified | 0 | 0 |
| Segmentation of Shoulder Muscle MRI Using a New Region and Edge based Deep Auto-Encoder | Aug 26, 2021 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models | Sep 27, 2024 | Anomaly DetectionKnowledge Distillation | —Unverified | 0 | 0 |
| Skip-connected 3D DenseNet for volumetric infant brain MRI segmentation | Sep 1, 2019 | Infant Brain Mri SegmentationMRI segmentation | —Unverified | 0 | 0 |
| SoftSeg: Advantages of soft versus binary training for image segmentation | Nov 18, 2020 | BinarizationBrain Tumor Segmentation | —Unverified | 0 | 0 |
| Sparse annotation strategies for segmentation of short axis cardiac MRI | Jul 24, 2023 | Data AugmentationFew-Shot Learning | —Unverified | 0 | 0 |
| SuperMask: Generating High-resolution object masks from multi-view, unaligned low-resolution MRIs | Mar 13, 2023 | MRI segmentationSegmentation | —Unverified | 0 | 0 |
| Testing the Segment Anything Model on radiology data | Dec 20, 2023 | image-classificationImage Classification | —Unverified | 0 | 0 |