| Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation | Feb 16, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 4 |
| Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation | Feb 7, 2024 | Cardiac SegmentationComputational Efficiency | CodeCode Available | 4 |
| Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation | Feb 11, 2024 | Cardiac SegmentationContrastive Learning | CodeCode Available | 4 |
| TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation | Feb 8, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 2 |
| Cardiac MRI Segmentation with Strong Anatomical Guarantees | Jul 5, 2019 | Cardiac SegmentationMRI segmentation | CodeCode Available | 1 |
| Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels | Mar 3, 2022 | Anomaly DetectionCardiac Segmentation | CodeCode Available | 1 |
| Cardiac Segmentation with Strong Anatomical Guarantees | Jun 15, 2020 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Test-Time Adaptation with Shape Moments for Image Segmentation | May 16, 2022 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 |
| Self-Supervised Pretraining for 2D Medical Image Segmentation | Sep 1, 2022 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation | May 12, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 1 |
| NISF: Neural Implicit Segmentation Functions | Sep 15, 2023 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Learning Directional Feature Maps for Cardiac MRI Segmentation | Jul 22, 2020 | Cardiac SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation | Apr 11, 2024 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization | Apr 20, 2022 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 |
| Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation | Mar 15, 2021 | Cardiac SegmentationContrastive Learning | CodeCode Available | 1 |
| Source-Free Domain Adaptation for Image Segmentation | Aug 6, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 |
| Disentangled Representations for Domain-generalized Cardiac Segmentation | Aug 26, 2020 | AnatomyCardiac Segmentation | CodeCode Available | 1 |
| MISSFormer: An Effective Medical Image Segmentation Transformer | Sep 15, 2021 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 |
| Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation | Jan 7, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 |
| Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation | May 9, 2023 | Cardiac SegmentationDenoising | CodeCode Available | 1 |
| Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation | Aug 7, 2021 | Cardiac SegmentationData Augmentation | CodeCode Available | 1 |
| ShapePU: A New PU Learning Framework Regularized by Global Consistency for Scribble Supervised Cardiac Segmentation | Jun 5, 2022 | Cardiac SegmentationSegmentation | CodeCode Available | 1 |
| Towards Robust Cardiac Segmentation using Graph Convolutional Networks | Oct 2, 2023 | AnatomyCardiac Segmentation | CodeCode Available | 1 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 1 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation | Jul 26, 2024 | Cardiac SegmentationImage Segmentation | —Unverified | 0 |
| Innovative Integration of 4D Cardiovascular Reconstruction and Hologram: A New Visualization Tool for Coronary Artery Bypass Grafting Planning | Apr 28, 2025 | Cardiac Segmentation | —Unverified | 0 |
| Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation | Jul 8, 2021 | AnatomyCardiac Segmentation | —Unverified | 0 |
| LU-Net: a multi-task network to improve the robustness of segmentation of left ventriclular structures by deep learning in 2D echocardiography | Apr 4, 2020 | Cardiac SegmentationSegmentation | —Unverified | 0 |
| Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation | May 11, 2023 | Cardiac SegmentationDomain Adaptation | —Unverified | 0 |
| Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation | May 24, 2022 | Cardiac SegmentationDisentanglement | —Unverified | 0 |
| ModelMix: A New Model-Mixup Strategy to Minimize Vicinal Risk across Tasks for Few-scribble based Cardiac Segmentation | Jun 19, 2024 | Cardiac SegmentationSegmentation | —Unverified | 0 |
| Multi-Atlas Segmentation using Partially Annotated Data: Methods and Annotation Strategies | Apr 29, 2016 | Cardiac SegmentationMedical Image Analysis | —Unverified | 0 |
| Multi-Task Generative Adversarial Network for Handling Imbalanced Clinical Data | Nov 22, 2018 | Brain Tumor SegmentationCardiac Segmentation | —Unverified | 0 |
| Neural Architecture Search with an Efficient Multiobjective Evolutionary Framework | Nov 9, 2020 | Cardiac Segmentationimage-classification | —Unverified | 0 |
| TAI-GAN: A Temporally and Anatomically Informed Generative Adversarial Network for early-to-late frame conversion in dynamic cardiac PET inter-frame motion correction | Feb 14, 2024 | Cardiac SegmentationGenerative Adversarial Network | —Unverified | 0 |
| 3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders | Feb 28, 2019 | Cardiac SegmentationLV Segmentation | —Unverified | 0 |
| An Iterative Multi‐path Fully Convolutional Neural Network for Automatic Cardiac Segmentation in Cine MR Images | Nov 1, 2019 | Cardiac SegmentationLV Segmentation | —Unverified | 0 |
| Automatic Segmentation of Left Ventricle in Cardiac Magnetic Resonance Images | Jan 30, 2022 | Cardiac SegmentationSegmentation | —Unverified | 0 |
| BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability | Mar 3, 2023 | Cardiac SegmentationDomain Generalization | —Unverified | 0 |
| Cardiac MR Image Segmentation Techniques: an overview | Feb 14, 2015 | Cardiac SegmentationImage Segmentation | —Unverified | 0 |
| CardiacNET: Segmentation of Left Atrium and Proximal Pulmonary Veins from MRI Using Multi-View CNN | May 17, 2017 | Cardiac SegmentationCPU | —Unverified | 0 |
| Cardiac Segmentation from LGE MRI Using Deep Neural Network Incorporating Shape and Spatial Priors | Jun 18, 2019 | Cardiac SegmentationMulti-Task Learning | —Unverified | 0 |
| Cardiac Segmentation of LGE MRI with Noisy Labels | Oct 2, 2019 | Cardiac SegmentationData Augmentation | —Unverified | 0 |
| Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions | May 27, 2021 | Cardiac SegmentationComputed Tomography (CT) | —Unverified | 0 |
| Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge | Jun 22, 2020 | Cardiac SegmentationManagement | —Unverified | 0 |
| Cardiac Segmentation using Transfer Learning under Respiratory Motion Artifacts | Sep 20, 2022 | Cardiac SegmentationTransfer Learning | —Unverified | 0 |
| CaRe-CNN: Cascading Refinement CNN for Myocardial Infarct Segmentation with Microvascular Obstructions | Dec 18, 2023 | Cardiac 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 |
| CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation | Apr 5, 2020 | Cardiac SegmentationImage Segmentation | —Unverified | 0 |