| 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 | 5 |
| Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation | Feb 7, 2024 | Cardiac SegmentationComputational Efficiency | CodeCode Available | 4 | 5 |
| 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 | 5 |
| TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation | Feb 8, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 2 | 5 |
| Disentangled Representations for Domain-generalized Cardiac Segmentation | Aug 26, 2020 | AnatomyCardiac Segmentation | CodeCode Available | 1 | 5 |
| Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation | Jan 7, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation | May 9, 2023 | Cardiac SegmentationDenoising | CodeCode Available | 1 | 5 |
| Towards Robust Cardiac Segmentation using Graph Convolutional Networks | Oct 2, 2023 | AnatomyCardiac Segmentation | CodeCode Available | 1 | 5 |
| Test-Time Adaptation with Shape Moments for Image Segmentation | May 16, 2022 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| Cardiac MRI Segmentation with Strong Anatomical Guarantees | Jul 5, 2019 | Cardiac SegmentationMRI segmentation | CodeCode Available | 1 | 5 |
| Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation | May 12, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 1 | 5 |
| Source-Free Domain Adaptation for Image Segmentation | Aug 6, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| ShapePU: A New PU Learning Framework Regularized by Global Consistency for Scribble Supervised Cardiac Segmentation | Jun 5, 2022 | Cardiac SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation | Jul 20, 2020 | Cardiac SegmentationFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervised Pretraining for 2D Medical Image Segmentation | Sep 1, 2022 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Cardiac Segmentation with Strong Anatomical Guarantees | Jun 15, 2020 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| NISF: Neural Implicit Segmentation Functions | Sep 15, 2023 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| MISSFormer: An Effective Medical Image Segmentation Transformer | Sep 15, 2021 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation | Mar 15, 2021 | Cardiac SegmentationContrastive Learning | CodeCode Available | 1 | 5 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 1 | 5 |
| Learning Directional Feature Maps for Cardiac MRI Segmentation | Jul 22, 2020 | Cardiac SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation | Apr 11, 2024 | Cardiac SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization | Apr 20, 2022 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels | Mar 3, 2022 | Anomaly DetectionCardiac Segmentation | CodeCode Available | 1 | 5 |
| Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation | Aug 7, 2021 | Cardiac SegmentationData Augmentation | CodeCode Available | 1 | 5 |
| 3D Consistent & Robust Segmentation of Cardiac Images by Deep Learning with Spatial Propagation | Apr 25, 2018 | Cardiac SegmentationSegmentation | CodeCode Available | 0 | 5 |
| AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization | Jul 28, 2023 | Cardiac SegmentationLung Nodule Segmentation | CodeCode Available | 0 | 5 |
| A Fully Convolutional Neural Network for Cardiac Segmentation in Short-Axis MRI | Apr 2, 2016 | Cardiac SegmentationManagement | CodeCode Available | 0 | 5 |
| An Automatic Cardiac Segmentation Framework based on Multi-sequence MR Image | Sep 12, 2019 | Cardiac SegmentationImage Segmentation | CodeCode Available | 0 | 5 |
| Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics | Nov 25, 2021 | Active LearningAge Estimation | CodeCode Available | 0 | 5 |
| Deep Separable Spatiotemporal Learning for Fast Dynamic Cardiac MRI | Feb 24, 2024 | Cardiac SegmentationImage Reconstruction | CodeCode Available | 0 | 5 |
| Direct Cardiac Segmentation from Undersampled K-space Using Transformers | May 31, 2024 | Cardiac SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Disentangle, align and fuse for multimodal and semi-supervised image segmentation | Nov 11, 2019 | AnatomyCardiac Segmentation | CodeCode Available | 0 | 5 |
| Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation | Apr 12, 2021 | Anomaly DetectionCardiac Segmentation | CodeCode Available | 0 | 5 |
| Explainable cardiac pathology classification on cine MRI with motion characterization by semi-supervised learning of apparent flow | Nov 8, 2018 | Cardiac SegmentationGeneral Classification | CodeCode Available | 0 | 5 |
| GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation | Jan 6, 2025 | Cardiac SegmentationImage Segmentation | CodeCode Available | 0 | 5 |
| Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences | Jun 11, 2018 | Cardiac SegmentationMotion Estimation | CodeCode Available | 0 | 5 |
| L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRI | Apr 21, 2020 | Cardiac SegmentationImage Segmentation | CodeCode Available | 0 | 5 |
| PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation | Dec 19, 2018 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 0 | 5 |
| RotCAtt-TransUNet++: Novel Deep Neural Network for Sophisticated Cardiac Segmentation | Sep 9, 2024 | Cardiac SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Unsupervised Cardiac Segmentation Utilizing Synthesized Images from Anatomical Labels | Jan 15, 2023 | Cardiac SegmentationImage-to-Image Translation | —Unverified | 0 | 0 |
| GridNet with automatic shape prior registration for automatic MRI cardiac segmentation | May 24, 2017 | AnatomyCardiac Segmentation | —Unverified | 0 | 0 |
| Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation | Jan 18, 2024 | Cardiac SegmentationImage Segmentation | —Unverified | 0 | 0 |
| How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation | Jul 26, 2024 | Cardiac SegmentationImage Segmentation | —Unverified | 0 | 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 | 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 | 0 |
| Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation | Jul 8, 2021 | AnatomyCardiac Segmentation | —Unverified | 0 | 0 |
| Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation | Jun 16, 2021 | Cardiac SegmentationDomain Adaptation | —Unverified | 0 | 0 |
| DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method | Jun 14, 2022 | 3D Reconstruction3D Shape Reconstruction | —Unverified | 0 | 0 |
| DAM-Seg: Anatomically accurate cardiac segmentation using Dense Associative Networks | Feb 21, 2025 | Cardiac SegmentationSegmentation | —Unverified | 0 | 0 |
