| Training on Polar Image Transformations Improves Biomedical Image Segmentation | Sep 29, 2021 | Image SegmentationLesion Segmentation | 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 |
| An Ultra-Fast Method for Simulation of Realistic Ultrasound Images | Sep 21, 2021 | CPUData Augmentation | —Unverified | 0 |
| Ultrasound Domain Adaptation Using Frequency Domain Analysis | Sep 21, 2021 | Domain AdaptationLesion Segmentation | —Unverified | 0 |
| Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection | Sep 20, 2021 | Anomaly DetectionLesion Detection | CodeCode Available | 0 |
| Unsupervised Domain Adaptation with Semantic Consistency across Heterogeneous Modalities for MRI Prostate Lesion Segmentation | Sep 19, 2021 | Domain AdaptationLesion Segmentation | —Unverified | 0 |
| Small Lesion Segmentation in Brain MRIs with Subpixel Embedding | Sep 18, 2021 | DecoderLesion Segmentation | CodeCode Available | 1 |
| POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring | Sep 13, 2021 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation | Sep 13, 2021 | DecoderDomain Generalization | CodeCode Available | 1 |
| Team NeuroPoly: Description of the Pipelines for the MICCAI 2021 MS New Lesions Segmentation Challenge | Sep 12, 2021 | Lesion Segmentation | CodeCode Available | 1 |
| Looking at the whole picture: constrained unsupervised anomaly segmentation | Sep 1, 2021 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning | Aug 26, 2021 | Few-Shot Semantic SegmentationImage Segmentation | —Unverified | 0 |
| Unsupervised Local Discrimination for Medical Images | Aug 21, 2021 | Contrastive LearningLesion Segmentation | CodeCode Available | 1 |
| CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation | Aug 16, 2021 | Data AugmentationLesion Segmentation | CodeCode Available | 1 |
| Adapting to Unseen Vendor Domains for MRI Lesion Segmentation | Aug 14, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| COVID-view: Diagnosis of COVID-19 using Chest CT | Aug 9, 2021 | Lesion Segmentation | —Unverified | 0 |
| Self-Supervised Learning from Unlabeled Fundus Photographs Improves Segmentation of the Retina | Aug 5, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation | Aug 2, 2021 | Lesion Segmentation | —Unverified | 0 |
| Dual-Attention Enhanced BDense-UNet for Liver Lesion Segmentation | Jul 24, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| Detecting when pre-trained nnU-Net models fail silently for Covid-19 lung lesion segmentation | Jul 13, 2021 | Lesion SegmentationOut of Distribution (OOD) Detection | —Unverified | 0 |
| Where is the disease? Semi-supervised pseudo-normality synthesis from an abnormal image | Jun 24, 2021 | Data AugmentationImage Generation | —Unverified | 0 |
| Volume of hyperintense inflammation (VHI): a deep learning-enabled quantitative imaging biomarker of inflammation load in spondyloarthritis | Jun 21, 2021 | Lesion SegmentationSegmentation | CodeCode Available | 0 |
| Context-aware PolyUNet for Liver and Lesion Segmentation from Abdominal CT Images | Jun 21, 2021 | Computed Tomography (CT)Diversity | —Unverified | 0 |
| Segmentation and ABCD rule extraction for skin tumors classification | Jun 8, 2021 | ClassificationLesion Classification | —Unverified | 0 |
| Knowledge-aware Deep Framework for Collaborative Skin Lesion Segmentation and Melanoma Recognition | Jun 7, 2021 | Clinical KnowledgeLesion Segmentation | —Unverified | 0 |
| Decoupling Shape and Density for Liver Lesion Synthesis Using Conditional Generative Adversarial Networks | Jun 1, 2021 | DiversityLesion Segmentation | —Unverified | 0 |
| Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients | May 25, 2021 | Lesion Segmentationregression | —Unverified | 0 |
| Orthogonal Ensemble Networks for Biomedical Image Segmentation | May 22, 2021 | Decision MakingDiversity | CodeCode Available | 0 |
| COVID-19 Lung Lesion Segmentation Using a Sparsely Supervised Mask R-CNN on Chest X-rays Automatically Computed from Volumetric CTs | May 17, 2021 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 0 |
| MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation | May 16, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Stroke Lesion Segmentation with Visual Cortex Anatomy Alike Neural Nets | May 13, 2021 | AnatomyLesion Detection | CodeCode Available | 0 |
| Lesion Segmentation and RECIST Diameter Prediction via Click-driven Attention and Dual-path Connection | May 5, 2021 | DecoderLesion Segmentation | —Unverified | 0 |
| Weakly-Supervised Universal Lesion Segmentation with Regional Level Set Loss | May 3, 2021 | Computed Tomography (CT)Decoder | —Unverified | 0 |
| LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR Images | Apr 28, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation | Apr 20, 2021 | Federated LearningImage Segmentation | —Unverified | 0 |
| Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications | Apr 20, 2021 | Domain AdaptationLesion Segmentation | —Unverified | 0 |
| Uncertainty-Aware Temporal Self-Learning (UATS): Semi-Supervised Learning for Segmentation of Prostate Zones and Beyond | Apr 8, 2021 | HippocampusLesion Segmentation | —Unverified | 0 |
| 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 |
| Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images | Apr 5, 2021 | Boundary DetectionImage Segmentation | —Unverified | 0 |
| Differentiable Deconvolution for Improved Stroke Perfusion Analysis | Mar 31, 2021 | Lesion Segmentation | —Unverified | 0 |
| Severity Quantification and Lesion Localization of COVID-19 on CXR using Vision Transformer | Mar 12, 2021 | Lesion Segmentation | —Unverified | 0 |
| NeRD: Neural Representation of Distribution for Medical Image Segmentation | Mar 6, 2021 | 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 |
| Rotation-Equivariant Deep Learning for Diffusion MRI | Feb 13, 2021 | Deep LearningDiffusion MRI | CodeCode Available | 1 |
| 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 |
| Applications of Deep Learning in Fundus Images: A Review | Jan 25, 2021 | Deep LearningImage Generation | CodeCode Available | 1 |
| A New Approach for Automatic Segmentation and Evaluation of Pigmentation Lesion by using Active Contour Model and Speeded Up Robust Features | Jan 18, 2021 | Lesion SegmentationSegmentation | —Unverified | 0 |
| CovTANet: A Hybrid Tri-level Attention Based Network for Lesion Segmentation, Diagnosis, and Severity Prediction of COVID-19 Chest CT Scans | Jan 3, 2021 | DiagnosticLesion Segmentation | —Unverified | 0 |
| Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation | Dec 31, 2020 | Computed Tomography (CT)Lesion Segmentation | —Unverified | 0 |
| SkiNet: A Deep Learning Solution for Skin Lesion Diagnosis with Uncertainty Estimation and Explainability | Dec 30, 2020 | Lesion ClassificationLesion Segmentation | —Unverified | 0 |