| Fuzzy Information Seeded Region Growing for Automated Lesions After Stroke Segmentation in MR Brain Images | Nov 20, 2023 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Self-supervised Assisted Active Learning for Skin Lesion Segmentation | May 14, 2022 | Active LearningDiversity | CodeCode Available | 1 | 5 |
| 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 | 5 |
| HRDecoder: High-Resolution Decoder Network for Fundus Image Lesion Segmentation | Nov 6, 2024 | DecoderGPU | CodeCode Available | 1 | 5 |
| Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation | Jan 12, 2020 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation | Oct 14, 2020 | Domain AdaptationLesion Segmentation | CodeCode Available | 1 | 5 |
| Spatio-temporal Learning from Longitudinal Data for Multiple Sclerosis Lesion Segmentation | Apr 7, 2020 | Lesion SegmentationMulti-Task Learning | 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 |
| Synthetic Data for Robust Stroke Segmentation | Apr 2, 2024 | Lesion SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation | May 15, 2025 | Image SegmentationLesion Segmentation | 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 |
| ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset | Jun 14, 2022 | BenchmarkingIschemic Stroke Lesion Segmentation | 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 |
| CoactSeg: Learning from Heterogeneous Data for New Multiple Sclerosis Lesion Segmentation | Jul 10, 2023 | AllLesion Segmentation | CodeCode Available | 1 | 5 |
| Diffusion Models for Implicit Image Segmentation Ensembles | Dec 6, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers | Aug 25, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection | Aug 31, 2023 | DecoderLesion Segmentation | CodeCode Available | 1 | 5 |
| MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation | Nov 3, 2022 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Applications of Deep Learning in Fundus Images: A Review | Jan 25, 2021 | Deep LearningImage Generation | CodeCode Available | 1 | 5 |
| Improving Lesion Segmentation for Diabetic Retinopathy using Adversarial Learning | Jul 27, 2020 | Generative Adversarial NetworkLesion Segmentation | CodeCode Available | 1 | 5 |
| Morphology-Enhanced CAM-Guided SAM for weakly supervised Breast Lesion Segmentation | Nov 18, 2023 | Lesion SegmentationSegmentation | 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 |
| CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation | Aug 16, 2021 | Data AugmentationLesion 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 |
| RSANet: Recurrent Slice-wise Attention Network for Multiple Sclerosis Lesion Segmentation | Feb 27, 2020 | Lesion Segmentation | CodeCode Available | 1 | 5 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | 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 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | 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 |
| Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients | Jul 29, 2020 | Lesion SegmentationOverall - Test | 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 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Apr 21, 2023 | Lesion Segmentation | CodeCode Available | 1 | 5 |
| Boosting multiple sclerosis lesion segmentation through attention mechanism | Jul 1, 2023 | Brain Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion 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 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion 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 |
| BeSt-LeS: Benchmarking Stroke Lesion Segmentation using Deep Supervision | Oct 10, 2023 | Acute Stroke Lesion SegmentationBenchmarking | CodeCode Available | 0 | 5 |
| Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for the Diagnosis of Skin Lesions | Mar 6, 2017 | General ClassificationLesion Classification | CodeCode Available | 0 | 5 |
| Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous Malformations | Mar 23, 2024 | Decision MakingImage Registration | CodeCode Available | 0 | 5 |
| Instance-level quantitative saliency in multiple sclerosis lesion segmentation | Jun 13, 2024 | Date UnderstandingLesion Segmentation | CodeCode Available | 0 | 5 |
| Autopet III challenge: Incorporating anatomical knowledge into nnUNet for lesion segmentation in PET/CT | Sep 18, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 0 | 5 |
| AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge | Oct 7, 2023 | AnatomyComputed Tomography (CT) | CodeCode Available | 0 | 5 |
| Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach | Feb 16, 2017 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| INCEPTNET: Precise And Early Disease Detection Application For Medical Images Analyses | Sep 5, 2023 | Cell DetectionLesion Segmentation | CodeCode Available | 0 | 5 |
| Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis | Jul 8, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 0 | 5 |
| AutoPET Challenge III: Testing the Robustness of Generalized Dice Focal Loss trained 3D Residual UNet for FDG and PSMA Lesion Segmentation from Whole-Body PET/CT Images | Sep 16, 2024 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Autopet Challenge 2023: nnUNet-based whole-body 3D PET-CT Tumour Segmentation | Sep 24, 2023 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 0 | 5 |
