{"total":100,"rows":[{"id":"2107.09559","title":"SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining","created":"2021-07-20","cited_by_count":237,"area":null},{"id":"2111.02398","title":"Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods","created":"2021-11-01","cited_by_count":83,"area":null},{"id":"2201.02831","title":"CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation","created":"2022-01-08","cited_by_count":58,"area":null},{"id":"2307.15615","title":"A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond","created":"2023-07-28","cited_by_count":55,"area":null},{"id":"2102.07899","title":"A Deep-Learning Approach For Direct Whole-Heart Mesh Reconstruction","created":"2021-02-16","cited_by_count":47,"area":null},{"id":"2108.03152","title":"Source-Free Domain Adaptation for Image Segmentation","created":"2021-08-06","cited_by_count":45,"area":null},{"id":"2303.00874","title":"Geometric Visual Similarity Learning in 3D Medical Image Self-supervised Pre-training","created":"2023-03-02","cited_by_count":37,"area":null},{"id":"2201.03186","title":"MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images","created":"2022-01-10","cited_by_count":29,"area":null},{"id":"2411.02372","title":"Learning General-Purpose Biomedical Volume Representations using Randomized Synthesis","created":"2024-11-04","cited_by_count":29,"area":null},{"id":"2106.08752","title":"Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation","created":"2021-06-16","cited_by_count":28,"area":null},{"id":"2106.09862","title":"Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review","created":"2021-06-18","cited_by_count":26,"area":null},{"id":"2308.01265","title":"Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives","created":"2023-07-18","cited_by_count":24,"area":null},{"id":"2211.03062","title":"MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination of Multi-Sequence CMR Images","created":"2022-11-06","cited_by_count":22,"area":null},{"id":"2107.12689","title":"A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR","created":"2021-07-27","cited_by_count":21,"area":null},{"id":"2203.10517","title":"Learning Whole Heart Mesh Generation From Patient Images For Computational Simulations","created":"2022-03-20","cited_by_count":21,"area":null},{"id":"2205.07983","title":"Test-Time Adaptation with Shape Moments for Image Segmentation","created":"2022-05-16","cited_by_count":19,"area":null},{"id":"2208.12881","title":"Multi-Modality Cardiac Image Computing: A Survey","created":"2022-08-26","cited_by_count":19,"area":null},{"id":"2308.14936","title":"AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation","created":"2023-08-28","cited_by_count":19,"area":null},{"id":"2211.04862","title":"Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening","created":"2022-11-09","cited_by_count":16,"area":null},{"id":"2406.11445","title":"Solving the Inverse Problem of Electrocardiography for Cardiac Digital Twins: A Survey","created":"2024-06-17","cited_by_count":14,"area":null},{"id":"2207.10851","title":"Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction","created":"2022-07-22","cited_by_count":13,"area":null},{"id":"2309.16967","title":"nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance","created":"2023-09-29","cited_by_count":12,"area":null},{"id":"2103.08219","title":"Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation","created":"2021-03-15","cited_by_count":11,"area":null},{"id":"2206.10571","title":"Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency","created":"2022-06-21","cited_by_count":10,"area":null},{"id":"2303.05745","title":"Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation","created":"2023-03-10","cited_by_count":9,"area":null},{"id":"2509.05754","title":"CardiacFlow: 3D+t Four-Chamber Cardiac Shape Completion and Generation via Flow Matching","created":"2025-09-06","cited_by_count":9,"area":"diffusion"},{"id":"2101.02375","title":"Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation","created":"2021-01-07","cited_by_count":8,"area":null},{"id":"2105.12924","title":"Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation","created":"2021-05-27","cited_by_count":8,"area":null},{"id":"2202.02000","title":"Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion","created":"2022-02-04","cited_by_count":8,"area":null},{"id":"2409.02070","title":"Explicit Differentiable Slicing and Global Deformation for Cardiac Mesh Reconstruction","created":"2024-09-03","cited_by_count":8,"area":null},{"id":"2405.05944","title":"MRISegmentator-Abdomen: A Fully Automated Multi-Organ and Structure Segmentation Tool for T1-weighted Abdominal MRI","created":"2024-05-09","cited_by_count":7,"area":null},{"id":"2310.06557","title":"Data efficient deep learning for medical image analysis: A survey","created":"2023-10-10","cited_by_count":6,"area":null},{"id":"2407.03681","title":"HyperSpace: Hypernetworks for spacing-adaptive image segmentation","created":"2024-07-04","cited_by_count":6,"area":null},{"id":"2408.05985","title":"Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models","created":"2024-08-12","cited_by_count":6,"area":"diffusion"},{"id":"2411.15576","title":"MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training","created":"2024-11-23","cited_by_count":6,"area":null},{"id":"2101.01513","title":"Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation","created":"2021-01-05","cited_by_count":5,"area":null},{"id":"2105.00234","title":"JAS-GAN: Generative Adversarial Network Based Joint Atrium and Scar Segmentations on Unbalanced Atrial Targets","created":"2021-05-01","cited_by_count":5,"area":null},{"id":"2210.01607","title":"A Generative Shape Compositional Framework to Synthesise Populations of Virtual Chimaeras","created":"2022-10-04","cited_by_count":5,"area":null},{"id":"2403.13258","title":"SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts","created":"2024-03-20","cited_by_count":5,"area":null},{"id":"2503.06748","title":"DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion","created":"2025-03-09","cited_by_count":5,"area":null},{"id":"2102.01822","title":"Multi-class probabilistic atlas-based whole heart segmentation method in cardiac CT and MRI","created":"2021-02-03","cited_by_count":4,"area":null},{"id":"2310.20065","title":"LinFlo-Net: A two-stage deep learning method to generate simulation ready meshes of the heart","created":"2023-10-30","cited_by_count":4,"area":null},{"id":"2502.05282","title":"Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning","created":"2025-02-07","cited_by_count":4,"area":null},{"id":"2105.01800","title":"Generative Adversarial Networks (GAN) Powered Fast Magnetic Resonance Imaging -- Mini Review, Comparison and Perspectives","created":"2021-05-04","cited_by_count":3,"area":null},{"id":"2110.14944","title":"Dispensed Transformer Network for Unsupervised Domain Adaptation","created":"2021-10-28","cited_by_count":2,"area":null},{"id":"2206.09148","title":"Deep Compatible Learning for Partially-Supervised Medical Image Segmentation","created":"2022-06-18","cited_by_count":2,"area":null},{"id":"2301.05392","title":"Multi-Target Landmark Detection with Incomplete Images via Reinforcement Learning and Shape Prior","created":"2023-01-13","cited_by_count":2,"area":null},{"id":"2307.08716","title":"Pairwise-Constrained Implicit Functions for 3D Human Heart Modelling","created":"2023-07-16","cited_by_count":2,"area":null},{"id":"2310.05572","title":"A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers","created":"2023-10-09","cited_by_count":2,"area":null},{"id":"2503.19005","title":"Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging","created":"2025-03-24","cited_by_count":2,"area":null},{"id":"2507.22791","title":"Modality-Aware Feature Matching in Visual and Vision-Language Applications: A Comprehensive Survey","created":"2025-07-30","cited_by_count":2,"area":null},{"id":"2508.04552","title":"Augmentation-based Domain Generalization and Joint Training from Multiple Source Domains for Whole Heart Segmentation","created":"2025-08-06","cited_by_count":2,"area":null},{"id":"2605.10645","title":"GenMed: A Pairwise Generative Reformulation of Medical Diagnostic Tasks","created":"2026-05-11","cited_by_count":2,"area":null},{"id":"2105.07392","title":"Unsupervised Multi-Modality Registration Network based on Spatially Encoded Gradient Information","created":"2021-05-16","cited_by_count":1,"area":null},{"id":"2205.09107","title":"Leveraging Global Binary Masks for Structure Segmentation in Medical Images","created":"2022-05-13","cited_by_count":1,"area":null},{"id":"2302.02289","title":"Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation","created":"2023-02-05","cited_by_count":1,"area":null},{"id":"2312.06275","title":"DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation","created":"2023-12-11","cited_by_count":1,"area":null},{"id":"2402.18236","title":"Image2Flow: A hybrid image and graph convolutional neural network for rapid patient-specific pulmonary artery segmentation and CFD flow field calculation from 3D cardiac MRI data","created":"2024-02-28","cited_by_count":1,"area":null},{"id":"2408.03789","title":"Counterfactuals and Uncertainty-Based Explainable Paradigm for the Automated Detection and Segmentation of Renal Cysts in Computed Tomography Images: A Multi-Center Study","created":"2024-08-07","cited_by_count":1,"area":null},{"id":"2410.10551","title":"Preserving Cardiac Integrity: A Topology-Infused Approach to Whole Heart Segmentation","created":"2024-10-14","cited_by_count":1,"area":null},{"id":"2410.21085","title":"KA$^2$ER: Knowledge Adaptive Amalgamation of ExpeRts for Medical Images Segmentation","created":"2024-10-28","cited_by_count":1,"area":null},{"id":"2502.20619","title":"Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation","created":"2025-02-28","cited_by_count":1,"area":null},{"id":"2503.07874","title":"Relational Anatomical Supervision for Accurate 3D Multi-Chamber Cardiac Mesh Reconstruction","created":"2025-03-10","cited_by_count":1,"area":null},{"id":"2503.23534","title":"BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation","created":"2025-03-30","cited_by_count":1,"area":null},{"id":"2506.22226","title":"Cardiovascular disease classification using radiomics and geometric features from cardiac CT","created":"2025-06-27","cited_by_count":1,"area":null},{"id":"2507.19165","title":"Extreme Cardiac MRI Analysis under Respiratory Motion: Results of the CMRxMotion Challenge","created":"2025-07-25","cited_by_count":1,"area":null},{"id":"2604.19403","title":"VecHeart: Holistic Four-Chamber Cardiac Anatomy Modeling via Hybrid VecSets","created":"2026-04-21","cited_by_count":1,"area":null},{"id":"2606.13188","title":"Transformer-Guided Graph Attention for Direct Cardiac Mesh Reconstruction: A Structural Digital Twin Framework","created":"2026-06-11","cited_by_count":1,"area":null},{"id":"2104.13214","title":"Three-Dimensional Embedded Attentive RNN (3D-EAR) Segmentor for Left Ventricle Delineation from Myocardial Velocity Mapping","created":"2021-04-26","cited_by_count":0,"area":null},{"id":"2105.09548","title":"A low-rank representation for unsupervised registration of medical images","created":"2021-05-20","cited_by_count":0,"area":null},{"id":"2111.04736","title":"Multi-Modality Cardiac Image Analysis with Deep Learning","created":"2021-11-08","cited_by_count":0,"area":null},{"id":"2210.14909","title":"Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review","created":"2022-10-26","cited_by_count":0,"area":null},{"id":"2308.00615","title":"Cardiac MRI Orientation Recognition and Standardization using Deep Neural Networks","created":"2023-07-31","cited_by_count":0,"area":null},{"id":"2310.09099","title":"Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation","created":"2023-10-13","cited_by_count":0,"area":null},{"id":"2408.11733","title":"Enhancing Cross-Modal Medical Image Segmentation through Compositionality","created":"2024-08-21","cited_by_count":0,"area":null},{"id":"2409.03087","title":"Coupling AI and Citizen Science in Creation of Enhanced Training Dataset for Medical Image Segmentation","created":"2024-09-04","cited_by_count":0,"area":null},{"id":"2503.02892","title":"Segmenting Bi-Atrial Structures Using ResNext Based Framework","created":"2025-02-28","cited_by_count":0,"area":null},{"id":"2506.10797","title":"Modality-AGnostic Image Cascade (MAGIC) for Multi-Modality Cardiac Substructure Segmentation","created":"2025-06-12","cited_by_count":0,"area":null},{"id":"2507.16573","title":"Semantic Segmentation for Preoperative Planning in Transcatheter Aortic Valve Replacement","created":"2025-07-22","cited_by_count":0,"area":null},{"id":"2509.20280","title":"HiPerformer: A High-Performance Global-Local Segmentation Model with Modular Hierarchical Fusion Strategy","created":"2025-09-24","cited_by_count":0,"area":null},{"id":"2509.24358","title":"An Enhanced Pyramid Feature Network Based on Long-Range Dependencies for Multi-Organ Medical Image Segmentation","created":"2025-09-29","cited_by_count":0,"area":null},{"id":"2511.04084","title":"When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation","created":"2025-11-06","cited_by_count":0,"area":null},{"id":"2511.18894","title":"Not All Pixels Are Equal: Pixel-wise Meta-Learning for Medical Segmentation with Noisy Labels","created":"2025-11-24","cited_by_count":0,"area":null},{"id":"2512.01510","title":"Semantic-aware Random Convolution and Source Matching for Domain Generalization in Medical Image Segmentation","created":"2025-12-01","cited_by_count":0,"area":null},{"id":"2512.13534","title":"Pancakes: Consistent Multi-Protocol Image Segmentation Across Biomedical Domains","created":"2025-12-15","cited_by_count":0,"area":null},{"id":"2512.19486","title":"Dynamic Stream Network for Combinatorial Explosion Problem in Deformable Medical Image Registration","created":"2025-12-22","cited_by_count":0,"area":null},{"id":"2602.20773","title":"Federated Learning for Cross-Modality Medical Image Segmentation via Augmentation-Driven Generalization","created":"2026-02-24","cited_by_count":0,"area":null},{"id":"2603.04165","title":"PlaneCycle: Training-Free 2D-to-3D Lifting of Foundation Models Without Adapters","created":"2026-03-04","cited_by_count":0,"area":null},{"id":"2603.21134","title":"Anatomical Prior-Driven Framework for Autonomous Robotic Cardiac Ultrasound Standard View Acquisition","created":"2026-03-22","cited_by_count":0,"area":null},{"id":"2605.15707","title":"Evaluation of Anatomical Shape Priors in Deep Learning-Based Cardiac Multi-Compartment Segmentation","created":"2026-05-15","cited_by_count":0,"area":null},{"id":"2605.21861","title":"Learning Emergent Modular Representations in Multi-modality Medical Vision Foundation Models","created":"2026-05-21","cited_by_count":0,"area":null},{"id":"2607.10357","title":"GRC-ProbNet: Uncertainty-aware Feature Extraction for Cardiovascular Disease Classification","created":"2026-07-11","cited_by_count":0,"area":null},{"id":"2608.07340","title":"H2AL: Hyperbolic Hierarchy-aware Aggregative Learning for Registration-based Few-shot Medical Image Segmentation","created":"2026-08-07","cited_by_count":0,"area":null},{"id":"2608.13690","title":"MedPlex: Deep Vision-Language Co-Adaptation for Clinically Grounded Medical Segmentation","created":"2026-08-13","cited_by_count":0,"area":null},{"id":"2608.19932","title":"A Strong Linear Baseline for Whole-Heart Cardiac Shape Completion on CT, with an Open Eleven-Structure Statistical Shape Model","created":"2026-08-20","cited_by_count":0,"area":null},{"id":"2608.25109","title":"Improving Cross-Site Whole-Heart Segmentation","created":"2026-08-25","cited_by_count":0,"area":null},{"id":"2608.26531","title":"FAN-LoRA: A Fourier-Adaptive Nonlinear Low-Rank Adaptor for Medical Foundation Model Domain Adaptation","created":"2026-08-27","cited_by_count":0,"area":null},{"id":"2608.31073","title":"LISynSeg: Data-Centric Label-to-Image Synthesis for Cross-Modality Whole-Heart Segmentation","created":"2026-08-31","cited_by_count":0,"area":null},{"id":"2609.08148","title":"MRI-Guided Reslice-Refined Cross-Slice SDF Reconstruction of the Left Ventricle from Cardiac MRI with Sparse Axial Supervision","created":"2026-09-08","cited_by_count":0,"area":null},{"id":"2609.14874","title":"MedVA: An End-to-End Neuro-Symbolic Agentic System for Medical Volume Visualization","created":"2026-09-14","cited_by_count":0,"area":"agents"}],"next_cursor":null}