| Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation | Jun 10, 2022 | Medical Image AnalysisMRI segmentation | CodeCode Available | 1 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical Image Analysis | CodeCode Available | 1 |
| One Hyper-Initializer for All Network Architectures in Medical Image Analysis | Jun 8, 2022 | AllMedical Image Analysis | —Unverified | 0 |
| Medical Image Registration via Neural Fields | Jun 7, 2022 | Image RegistrationMedical Image Analysis | —Unverified | 0 |
| Utility of Equivariant Message Passing in Cortical Mesh Segmentation | Jun 7, 2022 | Medical Image AnalysisSegmentation | CodeCode Available | 0 |
| Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical Images | Jun 6, 2022 | Medical Image Analysis | CodeCode Available | 0 |
| Metrics reloaded: Recommendations for image analysis validation | Jun 3, 2022 | Instance SegmentationMedical Image Analysis | CodeCode Available | 1 |
| MetaLR: Meta-tuning of Learning Rates for Transfer Learning in Medical Imaging | Jun 3, 2022 | Medical Image AnalysisMeta-Learning | CodeCode Available | 0 |
| Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection | Jun 2, 2022 | Adversarial RobustnessImage Segmentation | —Unverified | 0 |
| Suggestive Annotation of Brain MR Images with Gradient-guided Sampling | Jun 2, 2022 | Brain SegmentationImage Segmentation | —Unverified | 0 |
| Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis | Jun 1, 2022 | Medical Image Analysisobject-detection | CodeCode Available | 0 |
| The Fully Convolutional Transformer for Medical Image Segmentation | Jun 1, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) | May 20, 2022 | AnatomyImage Segmentation | CodeCode Available | 1 |
| Beyond Labels: Visual Representations for Bone Marrow Cell Morphology Recognition | May 19, 2022 | Medical Image Analysis | CodeCode Available | 0 |
| Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging | May 17, 2022 | Federated LearningMedical Image Analysis | CodeCode Available | 1 |
| Robust Medical Image Classification from Noisy Labeled Data with Global and Local Representation Guided Co-training | May 10, 2022 | image-classificationImage Classification | —Unverified | 0 |
| Can collaborative learning be private, robust and scalable? | May 5, 2022 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning | May 3, 2022 | Federated LearningLesion Segmentation | —Unverified | 0 |
| Symmetric Transformer-based Network for Unsupervised Image Registration | Apr 28, 2022 | DecoderImage Registration | CodeCode Available | 1 |
| Masked Image Modeling Advances 3D Medical Image Analysis | Apr 25, 2022 | Contrastive LearningDecoder | —Unverified | 0 |
| Learning Shape Priors by Pairwise Comparison for Robust Semantic Segmentation | Apr 23, 2022 | DecoderMedical Image Analysis | —Unverified | 0 |
| DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis | Apr 21, 2022 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
| Multi-organ Segmentation Network with Adversarial Performance Validator | Apr 16, 2022 | Computed Tomography (CT)Medical Image Analysis | —Unverified | 0 |
| Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT | Apr 13, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning | Apr 8, 2022 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers | Apr 1, 2022 | AnatomyDeep Learning | —Unverified | 0 |
| UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation | Apr 1, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 3 |
| Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks | Mar 31, 2022 | Binary ClassificationDeep Learning | —Unverified | 0 |
| Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection | Mar 29, 2022 | Lesion DetectionMedical Diagnosis | —Unverified | 0 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | CodeCode Available | 1 |
| Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation | Mar 26, 2022 | Domain AdaptationImage Segmentation | —Unverified | 0 |
| Intelligent Masking: Deep Q-Learning for Context Encoding in Medical Image Analysis | Mar 25, 2022 | Medical Image AnalysisQ-Learning | CodeCode Available | 0 |
| Intrinsic Bias Identification on Medical Image Datasets | Mar 24, 2022 | AttributeMedical Image Analysis | —Unverified | 0 |
| Computer vision and machine learning for medical image analysis: recent advances, challenges, and way forward | Mar 21, 2022 | image-classificationImage Classification | —Unverified | 0 |
| Learning from Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis | Mar 20, 2022 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 0 |
| Parametric Scaling of Preprocessing assisted U-net Architecture for Improvised Retinal Vessel Segmentation | Mar 18, 2022 | Image EnhancementMedical Image Analysis | —Unverified | 0 |
| Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation | Mar 16, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation | Mar 16, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification | Mar 15, 2022 | Classificationcounterfactual | —Unverified | 0 |
| Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions | Mar 14, 2022 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 1 |
| DATR: Domain-adaptive transformer for multi-domain landmark detection | Mar 12, 2022 | Anatomical Landmark DetectionAnatomy | —Unverified | 0 |
| LesionPaste: One-Shot Anomaly Detection for Medical Images | Mar 12, 2022 | Anomaly DetectionMedical Image Analysis | —Unverified | 0 |
| Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond | Mar 11, 2022 | DecoderMedical Image Analysis | —Unverified | 0 |
| ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI | Mar 11, 2022 | BenchmarkingData Augmentation | CodeCode Available | 1 |
| Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation | Mar 10, 2022 | Brain Tumor Segmentationimage-classification | CodeCode Available | 1 |
| Unsupervised Image Registration Towards Enhancing Performance and Explainability in Cardiac And Brain Image Analysis | Mar 7, 2022 | Image GenerationImage Registration | —Unverified | 0 |
| Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis | Mar 4, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| MixCL: Pixel label matters to contrastive learning | Mar 4, 2022 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| A unified 3D framework for Organs at Risk Localization and Segmentation for Radiation Therapy Planning | Mar 1, 2022 | Medical Image AnalysisOrgan Segmentation | —Unverified | 0 |