| EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis | Jun 25, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Hybrid Attention Network for Accurate Breast Tumor Segmentation in Ultrasound Images | Jun 19, 2025 | Breast Cancer DetectionDecoder | —Unverified | 0 |
| Integrating Radiomics with Deep Learning Enhances Multiple Sclerosis Lesion Delineation | Jun 17, 2025 | Deep LearningLesion Segmentation | —Unverified | 0 |
| FMaMIL: Frequency-Driven Mamba Multi-Instance Learning for Weakly Supervised Lesion Segmentation in Medical Images | Jun 9, 2025 | DiagnosticLesion Segmentation | —Unverified | 0 |
| Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework | Jun 3, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| How We Won the ISLES'24 Challenge by Preprocessing | May 23, 2025 | Lesion SegmentationSegmentation | CodeCode Available | 0 |
| HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation | May 15, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation | May 9, 2025 | DiagnosticImage Segmentation | —Unverified | 0 |
| GaMNet: A Hybrid Network with Gabor Fusion and NMamba for Efficient 3D Glioma Segmentation | May 8, 2025 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Lesion-Aware Generative Artificial Intelligence for Virtual Contrast-Enhanced Mammography in Breast Cancer | May 5, 2025 | DiagnosticLesion Segmentation | —Unverified | 0 |
| OmniMamba4D: Spatio-temporal Mamba for longitudinal CT lesion segmentation | Apr 13, 2025 | Computational EfficiencyLesion Segmentation | —Unverified | 0 |
| A Lightweight U-Net Model for Accurate Skin Lesion Segmentation | Apr 12, 2025 | Lesion ClassificationLesion Segmentation | —Unverified | 0 |
| ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation | Apr 10, 2025 | Camouflaged Object SegmentationDefect Detection | CodeCode Available | 0 |
| Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors | Apr 7, 2025 | Image SegmentationInformativeness | —Unverified | 0 |
| Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation | Apr 4, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation with Zero-Shot Method | Mar 30, 2025 | Camouflaged Object SegmentationDefect Detection | CodeCode Available | 0 |
| Learning from spatially inhomogenous data: resolution-adaptive convolutions for multiple sclerosis lesion segmentation | Mar 26, 2025 | Lesion Segmentation | CodeCode Available | 1 |
| Modality-Independent Brain Lesion Segmentation with Privacy-aware Continual Learning | Mar 26, 2025 | Continual LearningKnowledge Distillation | CodeCode Available | 0 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Learning to segment anatomy and lesions from disparately labeled sources in brain MRI | Mar 24, 2025 | AnatomyLesion Segmentation | —Unverified | 0 |
| Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging | Mar 23, 2025 | Cell SegmentationDiagnostic | —Unverified | 0 |
| An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation | Mar 21, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Sustainable Deep Learning-Based Breast Lesion Segmentation: Impact of Breast Region Segmentation on Performance | Mar 19, 2025 | Lesion Segmentation | —Unverified | 0 |
| Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation | Mar 14, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 0 |
| State-of-the-Art Stroke Lesion Segmentation at 1/1000th of Parameters | Mar 7, 2025 | ARCDecoder | —Unverified | 0 |
| ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation | Mar 5, 2025 | DecoderLesion Segmentation | CodeCode Available | 0 |
| Interactive Segmentation and Report Generation for CT Images | Mar 5, 2025 | AttributeDiagnostic | —Unverified | 0 |
| GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis | Feb 23, 2025 | ClassificationDiagnostic | CodeCode Available | 0 |
| Clinical Inspired MRI Lesion Segmentation | Feb 22, 2025 | Brain Tumor SegmentationDiagnostic | —Unverified | 0 |
| EyeBench: A Call for More Rigorous Evaluation of Retinal Image Enhancement | Feb 20, 2025 | DenoisingImage Enhancement | CodeCode Available | 0 |
| Universal Lesion Segmentation Challenge 2023: A Comparative Research of Different Algorithms | Feb 14, 2025 | Lesion Segmentation | CodeCode Available | 0 |
| Multimodal HIE Lesion Segmentation in Neonates: A Comparative Study of Loss Functions | Feb 13, 2025 | Lesion SegmentationSegmentation | —Unverified | 0 |
| DynSegNet:Dynamic Architecture Adjustment for Adversarial Learning in Segmenting Hemorrhagic Lesions from Fundus Images | Feb 13, 2025 | DecoderDiagnostic | —Unverified | 0 |
| Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation | Feb 12, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| A Data-Efficient Pan-Tumor Foundation Model for Oncology CT Interpretation | Feb 10, 2025 | Lesion SegmentationStructured Report Generation | CodeCode Available | 1 |
| Generalizable automated ischaemic stroke lesion segmentation with vision transformers | Feb 10, 2025 | Lesion Segmentation | —Unverified | 0 |
| Quasi-Conformal Convolution : A Learnable Convolution for Deep Learning on Riemann Surfaces | Feb 3, 2025 | Lesion Segmentation | —Unverified | 0 |
| From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures | Jan 31, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Stroke Lesion Segmentation using Multi-Stage Cross-Scale Attention | Jan 26, 2025 | Lesion Segmentation | CodeCode Available | 0 |
| Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning | Jan 21, 2025 | AnatomyARC | CodeCode Available | 0 |
| Cancer-Net PCa-Seg: Benchmarking Deep Learning Models for Prostate Cancer Segmentation Using Synthetic Correlated Diffusion Imaging | Jan 15, 2025 | BenchmarkingComputational Efficiency | —Unverified | 0 |
| Automated external cervical resorption segmentation in cone-beam CT using local texture features | Jan 9, 2025 | Binary ClassificationLesion Segmentation | —Unverified | 0 |
| Image Segmentation: Inducing graph-based learning | Jan 7, 2025 | Autonomous DrivingImage Segmentation | CodeCode Available | 0 |
| MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation | Jan 5, 2025 | DenoisingImage Generation | —Unverified | 0 |
| LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging | Jan 1, 2025 | Lesion SegmentationSegmentation | CodeCode Available | 2 |
| Unified Medical Lesion Segmentation via Self-referring Indicator | Jan 1, 2025 | In-Context LearningLesion Segmentation | —Unverified | 0 |
| CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation | Jan 1, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer Segmentation | Jan 1, 2025 | Computational EfficiencyLesion Segmentation | CodeCode Available | 1 |
| Election of Collaborators via Reinforcement Learning for Federated Brain Tumor Segmentation | Dec 28, 2024 | Brain Tumor SegmentationFederated Learning | —Unverified | 0 |