| An optical neural network using less than 1 photon per multiplication | Apr 27, 2021 | Medical Image Analysis | CodeCode Available | 1 |
| Evidential segmentation of 3D PET/CT images | Apr 27, 2021 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| Multi-view analysis of unregistered medical images using cross-view transformers | Mar 21, 2021 | Medical Image Analysis | CodeCode Available | 1 |
| SimTriplet: Simple Triplet Representation Learning with a Single GPU | Mar 9, 2021 | Contrastive LearningGPU | CodeCode Available | 1 |
| NVUM: Non-Volatile Unbiased Memory for Robust Medical Image Classification | Mar 6, 2021 | image-classificationImage Classification with Label Noise | CodeCode Available | 1 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 |
| Deep learning based geometric registration for medical images: How accurate can we get without visual features? | Mar 1, 2021 | DecoderDescriptive | CodeCode Available | 1 |
| MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures | Feb 26, 2021 | DecoderImage Segmentation | CodeCode Available | 1 |
| Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning | Feb 21, 2021 | AnatomyMedical Image Analysis | CodeCode Available | 1 |
| Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation | Feb 8, 2021 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Analyzing Epistemic and Aleatoric Uncertainty for Drusen Segmentation in Optical Coherence Tomography Images | Jan 21, 2021 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation | Jan 7, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 |
| Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? | Jan 1, 2021 | AllImage Segmentation | CodeCode Available | 1 |
| GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition | Jan 1, 2021 | Image-text RetrievalMedical Image Analysis | CodeCode Available | 1 |
| Unsupervised Learning of Local Discriminative Representation for Medical Images | Dec 17, 2020 | ClusteringMedical Image Analysis | CodeCode Available | 1 |
| Learning Medical Image Denoising with Deep Dynamic Residual Attention Network | Dec 9, 2020 | DenoisingDiagnostic | CodeCode Available | 1 |
| SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological Images | Dec 4, 2020 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| Self supervised contrastive learning for digital histopathology | Nov 27, 2020 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning | Nov 25, 2020 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| Deep learning based registration using spatial gradients and noisy segmentation labels | Oct 21, 2020 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation | Oct 14, 2020 | Domain AdaptationLesion Segmentation | CodeCode Available | 1 |
| pymia: A Python package for data handling and evaluation in deep learning-based medical image analysis | Oct 7, 2020 | Deep LearningMedical Image Analysis | CodeCode Available | 1 |
| Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks | Sep 9, 2020 | Medical Image AnalysisTransfer Learning | CodeCode Available | 1 |
| VR-Caps: A Virtual Environment for Capsule Endoscopy | Aug 29, 2020 | Depth EstimationMedical Image Analysis | CodeCode Available | 1 |
| RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation | Aug 16, 2020 | Efficient Neural NetworkImage Segmentation | CodeCode Available | 1 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Membership Leakage in Label-Only Exposures | Jul 30, 2020 | Face RecognitionInference Attack | CodeCode Available | 1 |
| Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and tracking | Jul 28, 2020 | Cell SegmentationCell Tracking | CodeCode Available | 1 |
| Uniformizing Techniques to Process CT scans with 3D CNNs for Tuberculosis Prediction | Jul 26, 2020 | Binary ClassificationGPU | CodeCode Available | 1 |
| Deep Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations | Jul 15, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Modelling the Distribution of 3D Brain MRI using a 2D Slice VAE | Jul 9, 2020 | AnatomyMedical Image Analysis | CodeCode Available | 1 |
| Anatomical Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture | Jul 1, 2020 | DecoderDenoising | CodeCode Available | 1 |
| Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks | Jun 29, 2020 | Deep LearningImage Registration | CodeCode Available | 1 |
| Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net | Jun 24, 2020 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders | Jun 23, 2020 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 1 |
| Interpretation of 3D CNNs for Brain MRI Data Classification | Jun 20, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| COVID-19-CT-CXR: a freely accessible and weakly labeled chest X-ray and CT image collection on COVID-19 from biomedical literature | Jun 11, 2020 | Anomaly DetectionArticles | CodeCode Available | 1 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 |
| Ultrasound Video Summarization using Deep Reinforcement Learning | May 19, 2020 | Deep Reinforcement LearningDiagnostic | CodeCode Available | 1 |
| Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model | May 15, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Modeling and Enhancing Low-quality Retinal Fundus Images | May 12, 2020 | Image EnhancementMedical Image Analysis | CodeCode Available | 1 |
| Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond | Apr 30, 2020 | Image RegistrationImage Segmentation | CodeCode Available | 1 |
| Tensor Networks for Medical Image Classification | Apr 21, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Models Genesis | Apr 9, 2020 | AnatomyMedical Image Analysis | CodeCode Available | 1 |
| Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study | Apr 7, 2020 | AnatomyAnomaly Detection | CodeCode Available | 1 |
| Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation | Mar 20, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
