| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration | Aug 8, 2022 | Image RestorationImage Segmentation | CodeCode Available | 1 |
| TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation | Aug 1, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Interpreting Latent Spaces of Generative Models for Medical Images using Unsupervised Methods | Jul 20, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
| Radiomics-Guided Global-Local Transformer for Weakly Supervised Pathology Localization in Chest X-Rays | Jul 10, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Swin Deformable Attention U-Net Transformer (SDAUT) for Explainable Fast MRI | Jul 5, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning | Jun 29, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Non-iterative Coarse-to-fine Registration based on Single-pass Deep Cumulative Learning | Jun 25, 2022 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images | Jun 15, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | CodeCode Available | 1 |
| 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 |
| Metrics reloaded: Recommendations for image analysis validation | Jun 3, 2022 | Instance SegmentationMedical Image Analysis | CodeCode Available | 1 |
| 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 |
| Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging | May 17, 2022 | Federated LearningMedical Image Analysis | CodeCode Available | 1 |
| Symmetric Transformer-based Network for Unsupervised Image Registration | Apr 28, 2022 | DecoderImage Registration | CodeCode Available | 1 |
| DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis | Apr 21, 2022 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | CodeCode Available | 1 |
| Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation | Mar 16, 2022 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| 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 |
| 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 |
| Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis | Feb 28, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Guidelines and Evaluation of Clinical Explainable AI in Medical Image Analysis | Feb 16, 2022 | Computational EfficiencyExplainable artificial intelligence | CodeCode Available | 1 |
| An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation | Jan 27, 2022 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Advancing 3D Medical Image Analysis with Variable Dimension Transform based Supervised 3D Pre-training | Jan 5, 2022 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier | Dec 17, 2021 | Image ClassificationMedical Image Analysis | CodeCode Available | 1 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 |
| Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis | Nov 29, 2021 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification | Nov 25, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| TransMorph: Transformer for unsupervised medical image registration | Nov 19, 2021 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Panoptic Segmentation: A Review | Nov 19, 2021 | Autonomous DrivingCrowd Counting | CodeCode Available | 1 |
| Deep Anomaly Generation: An Image Translation Approach of Synthesizing Abnormal Banded Chromosome Images | Sep 20, 2021 | Data AugmentationImage-to-Image Translation | CodeCode Available | 1 |
| Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation | Sep 18, 2021 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images | Sep 3, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks | Sep 3, 2021 | DecoderImage Segmentation | CodeCode Available | 1 |
| A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis | Aug 12, 2021 | BenchmarkingMedical Image Analysis | CodeCode Available | 1 |
| Meta-repository of screening mammography classifiers | Aug 10, 2021 | Breast Cancer DetectionBreast Tumour Classification | CodeCode Available | 1 |
| TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor Segmentation | Jul 21, 2021 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 |
| Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation | Jul 21, 2021 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| A Systematic Collection of Medical Image Datasets for Deep Learning | Jun 24, 2021 | Deep LearningMedical Image Analysis | CodeCode Available | 1 |
| Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling | Jun 19, 2021 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review | Jun 18, 2021 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography | May 31, 2021 | Computed Tomography (CT)Image Super-Resolution | CodeCode Available | 1 |
| Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation | May 12, 2021 | Cardiac SegmentationDecoder | CodeCode Available | 1 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | CodeCode Available | 1 |
| Structured dataset documentation: a datasheet for CheXpert | May 7, 2021 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |