A Foundation Model for General Moving Object Segmentation in Medical Images Sep 29, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation May 10, 2024 Contrastive Learning Decoder
Code Code Available 5 PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification Jun 29, 2023 Active Learning Classification
Code Code Available 5 AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation Jun 28, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic Segmentation Aug 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 5 AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ Segmentation Sep 12, 2024 Decoder Image Segmentation
Code Code Available 5 PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Jan 12, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 5 PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation Dec 19, 2018 Cardiac Segmentation Domain Adaptation
Code Code Available 5 Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation Sep 20, 2021 Image Segmentation Left Atrium Segmentation
Code Code Available 5 Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation Feb 22, 2024 Contrastive Learning Image Segmentation
Code Code Available 5 Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation Jul 19, 2018 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available 5 FocusNet: An attention-based Fully Convolutional Network for Medical Image Segmentation Feb 8, 2019 Image Segmentation Lesion Segmentation
Code Code Available 5 FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging Segmentation Apr 5, 2023 Brain Tumor Segmentation Image Segmentation
Code Code Available 5 Opinions Vary? Diagnosis First! Feb 14, 2022 Medical Image Segmentation Segmentation
Code Code Available 5 Optimizing Medical Image Segmentation with Advanced Decoder Design Oct 5, 2024 Brain Tumor Segmentation Decoder
Code Code Available 5 On the relationship between calibrated predictors and unbiased volume estimation Dec 23, 2021 Active Learning Image Segmentation
Code Code Available 5 Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point Prompts Nov 13, 2023 Image Segmentation Interactive Segmentation
Code Code Available 5 Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice Nov 5, 2019 Image Segmentation Medical Image Segmentation
Code Code Available 5 Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation Jul 7, 2019 Image Segmentation Medical Image Segmentation
Code Code Available 5 On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task Jul 6, 2017 3D Medical Imaging Segmentation Image Segmentation
Code Code Available 5 FF-UNet: a U-Shaped Deep Convolutional Neural Network for Multimodal Biomedical Image Segmentation Jun 27, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation Mar 7, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 5 On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice Jun 13, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks May 5, 2024 Brain Tumor Segmentation Image Segmentation
Code Code Available 5 One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation Jun 5, 2019 Brain Tumor Segmentation Image Segmentation
Code Code Available 5 One-shot Joint Extraction, Registration and Segmentation of Neuroimaging Data Jul 27, 2023 Brain Image Segmentation Image Registration
Code Code Available 5 Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands Oct 23, 2019 Image Segmentation Medical Image Segmentation
Code Code Available 5 Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Oct 29, 2018 3D Medical Imaging Segmentation Brain Image Segmentation
Code Code Available 5 Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation May 8, 2018 Image Segmentation Medical Image Segmentation
Code Code Available 5 FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis Feb 13, 2024 Contrastive Learning Image Segmentation
Code Code Available 5 Multi-Task Attention-Based Semi-Supervised Learning for Medical Image Segmentation Jul 29, 2019 Image Segmentation Medical Image Segmentation
Code Code Available 5 Automated Design of Deep Learning Methods for Biomedical Image Segmentation Apr 17, 2019 Deep Learning Image Segmentation
Code Code Available 5 AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation Jun 25, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 5 FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness Jul 2, 2024 Federated Learning Image Segmentation
Code Code Available 5 Color-Quality Invariance for Robust Medical Image Segmentation Feb 11, 2025 Domain Generalization Image Segmentation
Code Code Available 5 FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available 5 Multi-encoder parse-decoder network for sequential medical image segmentation Sep 19, 2021 Decoder Image Segmentation
Code Code Available 5 Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization Jun 24, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 5 CNN-based Segmentation of Medical Imaging Data Jan 11, 2017 Brain Tumor Segmentation Image Segmentation
Code Code Available 5 Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Sep 21, 2023 Contrastive Learning Decoder
Code Code Available 5 Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters Dec 1, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image Aug 23, 2022 Image Segmentation Inductive Bias
Code Code Available 5 Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays Sep 7, 2021 Contrastive Learning Image Segmentation
Code Code Available 5 GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation Jan 6, 2025 Cardiac Segmentation Image Segmentation
Code Code Available 5 Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth Dec 20, 2017 Image Generation Image-to-Image Translation
Code Code Available 5 FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium Segmentation Jun 27, 2023 Contrastive Learning Image Segmentation
Code Code Available 5 MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Mar 18, 2024 Data Augmentation Domain Generalization
Code Code Available 5 FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation Oct 27, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 5 Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation May 5, 2025 Adversarial Attack Adversarial Robustness
Code Code Available 5 Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation Oct 13, 2023 3D Semantic Segmentation Computed Tomography (CT)
Code Code Available 5 