DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images Oct 4, 2024 Electron Microscopy Image Segmentation Image Registration
Code Code Available A Foundation Model for General Moving Object Segmentation in Medical Images Sep 29, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical Learning Apr 11, 2023 Binary Classification Image Segmentation
Code Code Available Differentially private federated deep learning for multi-site medical image segmentation Jul 6, 2021 Deep Learning Federated Learning
Code Code Available Optimizing Medical Image Segmentation with Advanced Decoder Design Oct 5, 2024 Brain Tumor Segmentation Decoder
Code Code Available Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice Nov 5, 2019 Image Segmentation Medical Image Segmentation
Code Code Available On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks May 5, 2024 Brain Tumor Segmentation Image Segmentation
Code Code Available AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation Jun 25, 2025 Image Segmentation Medical Image Segmentation
Code Code Available SMTF: Sparse transformer with multiscale contextual fusion for medical image segmentation Mar 24, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Automated Design of Deep Learning Methods for Biomedical Image Segmentation Apr 17, 2019 Deep Learning Image Segmentation
Code Code Available Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation Feb 22, 2024 Contrastive Learning Image Segmentation
Code Code Available DFEN: Dual Feature Equalization Network for Medical Image Segmentation May 9, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Unsupervised domain adaptation for medical imaging segmentation with self-ensembling Nov 14, 2018 Domain Adaptation Medical Image Segmentation
Code Code Available Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands Oct 23, 2019 Image Segmentation Medical Image Segmentation
Code Code Available Automatic Segmentation and Visualization of Choroid in OCT with Knowledge Infused Deep Learning Sep 10, 2020 Medical Image Segmentation Retinal OCT Layer Segmentation
Code Code Available Learning to Segment Medical Images from Few-Shot Sparse Labels Aug 12, 2021 Few-Shot Semantic Segmentation Medical Image Segmentation
Code Code Available Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation Sep 20, 2021 Image Segmentation Left Atrium Segmentation
Code Code Available Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth Dec 20, 2017 Image Generation Image-to-Image Translation
Code Code Available Multi-Task Attention-Based Semi-Supervised Learning for Medical Image Segmentation Jul 29, 2019 Image Segmentation Medical Image Segmentation
Code Code Available SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning Mar 3, 2025 Decoder Image Segmentation
Code Code Available ZECO: ZeroFusion Guided 3D MRI Conditional Generation Mar 24, 2025 Diagnostic Image Segmentation
Code Code Available Multi-scale self-guided attention for medical image segmentation Jun 7, 2019 Attentive segmentation networks Brain Tumor Segmentation
Code Code Available MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Feb 11, 2019 Image Segmentation Medical Image Segmentation
Code Code Available Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessment Jan 14, 2024 Brain Tumor Segmentation Image Segmentation
Code Code Available Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters Dec 1, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Sep 21, 2023 Contrastive Learning Decoder
Code Code Available Multi-encoder parse-decoder network for sequential medical image segmentation Sep 19, 2021 Decoder Image Segmentation
Code Code Available 3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation Mar 25, 2024 Decoder Hippocampus
Code Code Available 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 Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation Maps Nov 12, 2019 Edge Detection Image Segmentation
Code Code Available Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNet Aug 6, 2023 Image Segmentation Learning with coarse labels
Code Code Available Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Sep 1, 2017 Brain Tumor Segmentation Medical Image Segmentation
Code Code Available Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation Jun 18, 2020 Autonomous Driving Classification
Code Code Available Spinal cord gray matter segmentation using deep dilated convolutions Oct 2, 2017 Medical Image Segmentation Segmentation
Code Code Available SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning Dec 18, 2024 Federated Learning Image Segmentation
Code Code Available PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification Jun 29, 2023 Active Learning Classification
Code Code Available PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation May 10, 2024 Contrastive Learning Decoder
Code Code Available ConStyX: Content Style Augmentation for Generalizable Medical Image Segmentation Jun 12, 2025 Domain Generalization Image Segmentation
Code Code Available Detection-aided liver lesion segmentation using deep learning Nov 29, 2017 Computed Tomography (CT) Deep Learning
Code Code Available SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image Segmentation Jun 11, 2025 Domain Adaptation Image Segmentation
Code Code Available SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter Convolution Dec 4, 2023 Image Segmentation Medical Image Segmentation
Code Code Available SWDL: Stratum-Wise Difference Learning with Deep Laplacian Pyramid for Semi-Supervised 3D Intracranial Hemorrhage Segmentation Jun 12, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image Segmentation Jun 24, 2024 Computational Efficiency Image Segmentation
Code Code Available 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 More complex encoder is not all you need Sep 20, 2023 All Decoder
Code Code Available Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation May 5, 2025 Adversarial Attack Adversarial Robustness
Code Code Available Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble Model Dec 3, 2018 Image Segmentation Medical Image Segmentation
Code Code Available SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image Segmentation Sep 9, 2023 Decoder Image Segmentation
Code Code Available SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation Nov 5, 2023 Data Augmentation Domain Generalization
Code Code Available PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Jan 12, 2025 Image Segmentation Medical Image Segmentation
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