| DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation | Aug 5, 2023 | DenoisingImage Generation | CodeCode Available | 1 | 5 |
| From FDG to PSMA: A Hitchhiker's Guide to Multitracer, Multicenter Lesion Segmentation in PET/CT Imaging | Sep 14, 2024 | Data AugmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| FEDD -- Fair, Efficient, and Diverse Diffusion-based Lesion Segmentation and Malignancy Classification | Jul 21, 2023 | DenoisingLesion Segmentation | CodeCode Available | 1 | 5 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | 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 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage 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 |
| Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation | Sep 13, 2021 | DecoderDomain Generalization | CodeCode Available | 1 | 5 |
| DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation | Apr 28, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Applications of Deep Learning in Fundus Images: A Review | Jan 25, 2021 | Deep LearningImage Generation | CodeCode Available | 1 | 5 |
| Fuzzy Information Seeded Region Growing for Automated Lesions After Stroke Segmentation in MR Brain Images | Nov 20, 2023 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation | Mar 25, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Improving Lesion Segmentation for Diabetic Retinopathy using Adversarial Learning | Jul 27, 2020 | Generative Adversarial NetworkLesion Segmentation | CodeCode Available | 1 | 5 |
| ESKNet-An enhanced adaptive selection kernel convolution for breast tumors segmentation | Nov 5, 2022 | 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 |
| Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging | Aug 21, 2018 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Exploring Vanilla U-Net for Lesion Segmentation from Whole-body FDG-PET/CT Scans | Oct 14, 2022 | Computed Tomography (CT)Data Augmentation | CodeCode Available | 1 | 5 |
| AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets | Jul 26, 2023 | Lesion SegmentationSkin Lesion Segmentation | CodeCode Available | 1 | 5 |
| Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation | Feb 7, 2018 | DecoderImage Classification | CodeCode Available | 1 | 5 |
| Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach | Jan 25, 2023 | Image SegmentationLesion Segmentation | 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 |
| 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 |
| A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision | Oct 23, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation | May 4, 2022 | Federated LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation | Oct 14, 2020 | Domain AdaptationLesion Segmentation | 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 |
| HRDecoder: High-Resolution Decoder Network for Fundus Image Lesion Segmentation | Nov 6, 2024 | DecoderGPU | CodeCode Available | 1 | 5 |
| A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentation | Aug 29, 2024 | Image SegmentationLesion 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 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Jul 1, 2023 | Brain Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Apr 21, 2023 | Lesion 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 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion 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 |
| AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images | Apr 26, 2022 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | 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 |
| CoactSeg: Learning from Heterogeneous Data for New Multiple Sclerosis Lesion Segmentation | Jul 10, 2023 | AllLesion 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 |
| 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 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly 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 |
| 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 |
| DAGrid: Directed Accumulator Grid | Jun 5, 2023 | Image RegistrationLesion Segmentation | 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 |
| DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation | Feb 2, 2022 | DecoderImage Segmentation | 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 |
| 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 | 5 |
