| LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models | Mar 21, 2024 | DiversityImage Inpainting | CodeCode Available | 0 | 5 |
| Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation | Apr 28, 2020 | Deep LearningExperimental Design | CodeCode Available | 0 | 5 |
| BeSt-LeS: Benchmarking Stroke Lesion Segmentation using Deep Supervision | Oct 10, 2023 | Acute Stroke Lesion SegmentationBenchmarking | CodeCode Available | 0 | 5 |
| Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation | Aug 14, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 0 | 5 |
| Fundus2Video: Cross-Modal Angiography Video Generation from Static Fundus Photography with Clinical Knowledge Guidance | Aug 27, 2024 | Clinical KnowledgeLesion 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 |
| Learn to Segment Retinal Lesions and Beyond | Dec 25, 2019 | General Classificationimage-classification | 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 |
| Segmentation Style Discovery: Application to Skin Lesion Images | Aug 5, 2024 | Image SegmentationLesion Segmentation | 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 |
| Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach | Feb 16, 2017 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation | Jul 30, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 0 | 5 |
| Improved automated lesion segmentation in whole-body FDG/PET-CT via Test-Time Augmentation | Oct 14, 2022 | Computed Tomography (CT)Lesion Segmentation | 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 |
| EyeBench: A Call for More Rigorous Evaluation of Retinal Image Enhancement | Feb 20, 2025 | DenoisingImage Enhancement | CodeCode Available | 0 | 5 |
| Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation | Aug 3, 2018 | Lesion DetectionLesion Segmentation | CodeCode Available | 0 | 5 |
| Image Segmentation: Inducing graph-based learning | Jan 7, 2025 | Autonomous DrivingImage Segmentation | CodeCode Available | 0 | 5 |
| FocusNet: An attention-based Fully Convolutional Network for Medical Image Segmentation | Feb 8, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 0 | 5 |
| A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation | Apr 16, 2020 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Hybrid Cascaded Neural Network for Liver Lesion Segmentation | Sep 11, 2019 | Lesion SegmentationSegmentation | CodeCode Available | 0 | 5 |
| Image Translation for Medical Image Generation -- Ischemic Stroke Lesions | Oct 5, 2020 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| Instance-level quantitative saliency in multiple sclerosis lesion segmentation | Jun 13, 2024 | Date UnderstandingLesion Segmentation | CodeCode Available | 0 | 5 |
| Orthogonal Ensemble Networks for Biomedical Image Segmentation | May 22, 2021 | Decision MakingDiversity | CodeCode Available | 0 | 5 |
| Skin Lesion Segmentation using SegNet with Binary Cross-Entropy | Nov 15, 2019 | Lesion SegmentationSkin Cancer Segmentation | CodeCode Available | 0 | 5 |
| Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors | Apr 7, 2025 | Image SegmentationInformativeness | —Unverified | 0 | 0 |
| Expert Knowledge-guided Geometric Representation Learning for Magnetic Resonance Imaging-based Glioma Grading | Jan 8, 2022 | Deep LearningLesion Segmentation | —Unverified | 0 | 0 |
| Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns | Jan 25, 2020 | Domain AdaptationImage Segmentation | —Unverified | 0 | 0 |
| Bag of Tricks for Developing Diabetic Retinopathy Analysis Framework to Overcome Data Scarcity | Oct 18, 2022 | Data AugmentationEnsemble Learning | —Unverified | 0 | 0 |
| A Region of Interest Focused Triple UNet Architecture for Skin Lesion Segmentation | Nov 21, 2023 | DiversityLesion Segmentation | —Unverified | 0 | 0 |
| Ensembling Low Precision Models for Binary Biomedical Image Segmentation | Oct 16, 2020 | Image SegmentationLesion Segmentation | —Unverified | 0 | 0 |
| Ensemble of Multi-sized FCNs to Improve White Matter Lesion Segmentation | Jul 24, 2018 | Lesion SegmentationSegmentation | —Unverified | 0 | 0 |
| AutoPETIII: The Tracer Frontier. What Frontier? | Sep 19, 2024 | Lesion SegmentationSegmentation | —Unverified | 0 | 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 | 0 |
| AutoPET III Challenge: Tumor Lesion Segmentation using ResEnc-Model Ensemble | Sep 19, 2024 | Computed Tomography (CT)Lesion Segmentation | —Unverified | 0 | 0 |
| AutoPET III Challenge: PET/CT Semantic Segmentation | Sep 19, 2024 | Data AugmentationLesion Segmentation | —Unverified | 0 | 0 |
| Election of Collaborators via Reinforcement Learning for Federated Brain Tumor Segmentation | Dec 28, 2024 | Brain Tumor SegmentationFederated Learning | —Unverified | 0 | 0 |
| Efficient Folded Attention for 3D Medical Image Reconstruction and Segmentation | Sep 13, 2020 | Computational EfficiencyGPU | —Unverified | 0 | 0 |
| AutoPET Challenge: Tumour Synthesis for Data Augmentation | Sep 12, 2024 | Data AugmentationLesion Segmentation | —Unverified | 0 | 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 | 0 |
| Accurate and Robust Lesion RECIST Diameter Prediction and Segmentation with Transformers | Aug 28, 2022 | Lesion SegmentationPrediction | —Unverified | 0 | 0 |
| EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis | Jun 25, 2025 | Image SegmentationLesion Segmentation | —Unverified | 0 | 0 |
| DynSegNet:Dynamic Architecture Adjustment for Adversarial Learning in Segmenting Hemorrhagic Lesions from Fundus Images | Feb 13, 2025 | DecoderDiagnostic | —Unverified | 0 | 0 |
| A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation | May 30, 2024 | Data AugmentationImage Segmentation | —Unverified | 0 | 0 |
| Dual-Attention Enhanced BDense-UNet for Liver Lesion Segmentation | Jul 24, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 | 0 |
| APIS: A paired CT-MRI dataset for ischemic stroke segmentation challenge | Sep 26, 2023 | Lesion SegmentationPrognosis | —Unverified | 0 | 0 |
| A Fully-Automated Pipeline for Detection and Segmentation of Liver Lesions and Pathological Lymph Nodes | Mar 19, 2017 | Computed Tomography (CT)Diversity | —Unverified | 0 | 0 |
| DSNet: a simple yet efficient network with dual-stream attention for lesion segmentation | Nov 30, 2022 | DecoderLesion Segmentation | —Unverified | 0 | 0 |
| Automating Vitiligo Skin Lesion Segmentation Using Convolutional Neural Networks | Dec 16, 2019 | Lesion SegmentationSegmentation | —Unverified | 0 | 0 |
| DRG-Net: Interactive Joint Learning of Multi-lesion Segmentation and Classification for Diabetic Retinopathy Grading | Dec 30, 2022 | Diabetic Retinopathy GradingLesion Segmentation | —Unverified | 0 | 0 |
| DR-GAN: Conditional Generative Adversarial Network for Fine-Grained Lesion Synthesis on Diabetic Retinopathy Images | Dec 10, 2019 | Data AugmentationGenerative Adversarial Network | —Unverified | 0 | 0 |