| RSANet: Recurrent Slice-wise Attention Network for Multiple Sclerosis Lesion Segmentation | Feb 27, 2020 | Lesion Segmentation | CodeCode Available | 1 |
| SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation | Aug 26, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images | Aug 3, 2023 | AnatomyAnomaly Detection | CodeCode Available | 1 |
| Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention | Sep 29, 2021 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 1 |
| Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts? | Mar 9, 2020 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) | Oct 13, 2017 | General ClassificationLesion Segmentation | CodeCode Available | 1 |
| DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation | Jun 8, 2020 | Cell SegmentationColorectal Polyps Characterization | CodeCode Available | 1 |
| Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging | Aug 21, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| SSG2: A new modelling paradigm for semantic segmentation | Oct 12, 2023 | Change DetectionLesion Segmentation | CodeCode Available | 1 |
| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| 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 |
| 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 |
| Automatic Tumor Segmentation via False Positive Reduction Network for Whole-Body Multi-Modal PET/CT Images | Sep 16, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| TJDR: A High-Quality Diabetic Retinopathy Pixel-Level Annotation Dataset | Dec 24, 2023 | Lesion Segmentation | CodeCode Available | 1 |
| DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation | Dec 27, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound Images | Apr 23, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge | Mar 28, 2024 | Ischemic Stroke Lesion SegmentationLesion Detection | CodeCode Available | 1 |
| CoactSeg: Learning from Heterogeneous Data for New Multiple Sclerosis Lesion Segmentation | Jul 10, 2023 | AllLesion Segmentation | CodeCode Available | 1 |
| DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation | Feb 2, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation | Aug 5, 2023 | DenoisingImage Generation | CodeCode Available | 1 |
| Applications of Deep Learning in Fundus Images: A Review | Jan 25, 2021 | Deep LearningImage Generation | CodeCode Available | 1 |
| XBound-Former: Toward Cross-scale Boundary Modeling in Transformers | Jun 2, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| DR-Unet104 for Multimodal MRI brain tumor segmentation | Nov 4, 2020 | 3D ArchitectureBrain Tumor Segmentation | CodeCode Available | 1 |
| FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation | May 4, 2022 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation | Aug 16, 2021 | Data AugmentationLesion Segmentation | CodeCode Available | 1 |
| Fuzzy Information Seeded Region Growing for Automated Lesions After Stroke Segmentation in MR Brain Images | Nov 20, 2023 | Lesion SegmentationSegmentation | CodeCode Available | 1 |
| Lightweight Model For The Prediction of COVID-19 Through The Detection And Segmentation of Lesions in Chest CT Scans | Nov 4, 2020 | COVID-19 DiagnosisCOVID-19 Image Segmentation | CodeCode Available | 1 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation | Mar 5, 2021 | Anomaly SegmentationBrain Tumor Segmentation | CodeCode Available | 1 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentation | Aug 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation | Nov 28, 2023 | DecoderDiversity | CodeCode Available | 1 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Apr 21, 2023 | Lesion Segmentation | CodeCode Available | 1 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Jul 1, 2023 | Brain Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation | Jun 3, 2022 | DecoderImage Segmentation | CodeCode Available | 1 |
| A Region of Interest Focused Triple UNet Architecture for Skin Lesion Segmentation | Nov 21, 2023 | DiversityLesion Segmentation | —Unverified | 0 |
| Bag of Tricks for Developing Diabetic Retinopathy Analysis Framework to Overcome Data Scarcity | Oct 18, 2022 | Data AugmentationEnsemble Learning | —Unverified | 0 |
| A Progressively-trained Scale-invariant and Boundary-aware Deep Neural Network for the Automatic 3D Segmentation of Lung Lesions | Nov 11, 2018 | Lesion SegmentationSegmentation | —Unverified | 0 |
| AutoPETIII: The Tracer Frontier. What Frontier? | Sep 19, 2024 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis | Mar 10, 2017 | Color ConstancyColor Normalization | —Unverified | 0 |
| AutoPET III Challenge: Tumor Lesion Segmentation using ResEnc-Model Ensemble | Sep 19, 2024 | Computed Tomography (CT)Lesion Segmentation | —Unverified | 0 |
| AutoPET III Challenge: PET/CT Semantic Segmentation | Sep 19, 2024 | Data AugmentationLesion Segmentation | —Unverified | 0 |
| Application of the nnU-Net for automatic segmentation of lung lesion on CT images, and implication on radiomic models | Sep 24, 2022 | Lesion SegmentationSegmentation | —Unverified | 0 |
| AutoPET Challenge: Tumour Synthesis for Data Augmentation | Sep 12, 2024 | Data AugmentationLesion Segmentation | —Unverified | 0 |
| Accurate and Robust Lesion RECIST Diameter Prediction and Segmentation with Transformers | Aug 28, 2022 | Lesion SegmentationPrediction | —Unverified | 0 |
| 3DPX: Single Panoramic X-ray Analysis Guided by 3D Oral Structure Reconstruction | Sep 27, 2024 | 3D ReconstructionLesion Segmentation | —Unverified | 0 |