| U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation | Nov 29, 2023 | Computational EfficiencyDecoder | CodeCode Available | 6 | 5 |
| U-Net: Convolutional Networks for Biomedical Image Segmentation | May 18, 2015 | Cell SegmentationCell Tracking | CodeCode Available | 3 | 5 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 | 5 |
| MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation | Sep 4, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 | 5 |
| Vivim: a Video Vision Mamba for Medical Video Segmentation | Jan 25, 2024 | Lesion SegmentationMamba | CodeCode Available | 2 | 5 |
| EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation | Jul 17, 2023 | DecoderImage Segmentation | CodeCode Available | 2 | 5 |
| Longitudinal Segmentation of MS Lesions via Temporal Difference Weighting | Sep 20, 2024 | Inductive BiasLesion Detection | CodeCode Available | 2 | 5 |
| SyntheX: Scaling Up Learning-based X-ray Image Analysis Through In Silico Experiments | Jun 13, 2022 | Domain GeneralizationLesion Segmentation | CodeCode Available | 2 | 5 |
| MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention | Dec 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 2 | 5 |
| A Multimodal Vision Foundation Model for Clinical Dermatology | Oct 19, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 2 | 5 |
| LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging | Jan 1, 2025 | Lesion SegmentationSegmentation | CodeCode Available | 2 | 5 |
| SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance | Sep 17, 2024 | DecoderLesion Segmentation | CodeCode Available | 2 | 5 |
| H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation | Mar 20, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 | 5 |
| DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation | Apr 28, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation | Jun 8, 2020 | Cell SegmentationColorectal Polyps Characterization | CodeCode Available | 1 | 5 |
| Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images | Apr 7, 2021 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 1 | 5 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation | Aug 5, 2023 | DenoisingImage Generation | CodeCode Available | 1 | 5 |
| Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation | Sep 13, 2021 | DecoderDomain Generalization | CodeCode Available | 1 | 5 |
| DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation | Dec 21, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation | Feb 2, 2022 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations | Oct 4, 2017 | Lesion SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 | 5 |
| Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images | Aug 3, 2023 | AnatomyAnomaly Detection | CodeCode Available | 1 | 5 |
| A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts | May 16, 2024 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Automatic Tumor Segmentation via False Positive Reduction Network for Whole-Body Multi-Modal PET/CT Images | Sep 16, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| DR-Unet104 for Multimodal MRI brain tumor segmentation | Nov 4, 2020 | 3D ArchitectureBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| D2A U-Net: Automatic Segmentation of COVID-19 Lesions from CT Slices with Dilated Convolution and Dual Attention Mechanism | Feb 10, 2021 | Computed Tomography (CT)Decoder | CodeCode Available | 1 | 5 |
| Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans | Sep 10, 2020 | GPUImage Segmentation | CodeCode Available | 1 | 5 |
| A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision | Oct 23, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Comprehensive framework for evaluation of deep neural networks in detection and quantification of lymphoma from PET/CT images: clinical insights, pitfalls, and observer agreement analyses | Nov 16, 2023 | Lesion DetectionLesion Segmentation | CodeCode Available | 1 | 5 |
| DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation | Dec 27, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation | Aug 16, 2021 | Data AugmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation | Sep 22, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | CodeCode Available | 1 | 5 |
| Applications of Deep Learning in Fundus Images: A Review | Jan 25, 2021 | Deep LearningImage Generation | CodeCode Available | 1 | 5 |
| AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation | Jul 27, 2022 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation | Mar 5, 2021 | Anomaly SegmentationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images | Apr 26, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| A Data-Efficient Pan-Tumor Foundation Model for Oncology CT Interpretation | Feb 10, 2025 | Lesion SegmentationStructured Report Generation | CodeCode Available | 1 | 5 |
| Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation | Oct 30, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts? | Mar 9, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging | Aug 21, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 | 5 |
| AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation | May 5, 2024 | Lesion SegmentationMamba | CodeCode Available | 1 | 5 |
