| SimTriplet: Simple Triplet Representation Learning with a Single GPU | Mar 9, 2021 | Contrastive LearningGPU | CodeCode Available | 1 |
| Prediction of 5-year Progression-Free Survival in Advanced Nasopharyngeal Carcinoma with Pretreatment PET/CT using Multi-Modality Deep Learning-based Radiomics | Mar 9, 2021 | feature selectionMedical Image Analysis | —Unverified | 0 |
| Stabilized Medical Image Attacks | Mar 9, 2021 | Adversarial AttackMedical Diagnosis | CodeCode Available | 0 |
| Estimating and Improving Fairness with Adversarial Learning | Mar 7, 2021 | Deep LearningFairness | CodeCode Available | 0 |
| NVUM: Non-Volatile Unbiased Memory for Robust Medical Image Classification | Mar 6, 2021 | image-classificationImage Classification with Label Noise | CodeCode Available | 1 |
| Deep reinforcement learning in medical imaging: A literature review | Mar 5, 2021 | Deep Reinforcement LearningLesion Detection | —Unverified | 0 |
| FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation | Mar 5, 2021 | AnatomyAnomaly Detection | —Unverified | 0 |
| Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification | Mar 5, 2021 | Contrastive LearningGeneral Classification | CodeCode Available | 0 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 |
| Learning With Context Feedback Loop for Robust Medical Image Segmentation | Mar 4, 2021 | Deep LearningImage Segmentation | CodeCode Available | 0 |
| Contrastive Learning Meets Transfer Learning: A Case Study In Medical Image Analysis | Mar 4, 2021 | Contrastive LearningMedical Image Analysis | —Unverified | 0 |
| 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 |
| Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models | Feb 23, 2021 | Autonomous VehiclesDeep Learning | —Unverified | 0 |
| Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning | Feb 21, 2021 | AnatomyMedical Image Analysis | CodeCode Available | 1 |
| Domain Adaptation for Medical Image Analysis: A Survey | Feb 18, 2021 | Domain AdaptationMedical Image Analysis | —Unverified | 0 |
| BEDS: Bagging ensemble deep segmentation for nucleus segmentation with testing stage stain augmentation | Feb 17, 2021 | Deep LearningEnsemble Learning | CodeCode Available | 0 |
| Multi-Texture GAN: Exploring the Multi-Scale Texture Translation for Brain MR Images | Feb 14, 2021 | AnatomyDiffusion MRI | —Unverified | 0 |
| 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 |
| Machine Learning Applications on Neuroimaging for Diagnosis and Prognosis of Epilepsy: A Review | Feb 5, 2021 | BIG-bench Machine LearningEEG | —Unverified | 0 |
| Adversarial Robustness Study of Convolutional Neural Network for Lumbar Disk Shape Reconstruction from MR images | Feb 4, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Medical Datasets Collections for Artificial Intelligence-based Medical Image Analysis | Feb 2, 2021 | Medical Image Analysis | —Unverified | 0 |
| Analyzing Epistemic and Aleatoric Uncertainty for Drusen Segmentation in Optical Coherence Tomography Images | Jan 21, 2021 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary | Jan 18, 2021 | Federated LearningLesion Classification | —Unverified | 0 |
| Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography | Jan 15, 2021 | DiagnosticGeneral Classification | —Unverified | 0 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Deep Learning applications for COVID-19 | Jan 11, 2021 | Deep LearningEpidemiology | —Unverified | 0 |
| Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer | Jan 11, 2021 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation | Jan 7, 2021 | Cardiac SegmentationDomain Adaptation | 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 |
| Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? | Jan 1, 2021 | AllImage Segmentation | CodeCode Available | 1 |
| Stabilized Medical Attacks | Jan 1, 2021 | Adversarial AttackMedical Diagnosis | —Unverified | 0 |
| Efficiently Troubleshooting Image Segmentation Models with Human-In-The-Loop | Jan 1, 2021 | Autonomous DrivingImage Segmentation | —Unverified | 0 |
| A Feasibility study for Deep learning based automated brain tumor segmentation using Magnetic Resonance Images | Dec 22, 2020 | Brain Tumor SegmentationEdge Detection | —Unverified | 0 |
| Unsupervised Learning of Local Discriminative Representation for Medical Images | Dec 17, 2020 | ClusteringMedical Image Analysis | CodeCode Available | 1 |
| Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation | Dec 16, 2020 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Revisiting 3D Context Modeling with Supervised Pre-training for Universal Lesion Detection in CT Slices | Dec 16, 2020 | 2D Object DetectionComputed Tomography (CT) | CodeCode Available | 0 |
| Multiple Sclerosis Lesion Segmentation -- A Survey of Supervised CNN-Based Methods | Dec 12, 2020 | Lesion SegmentationMedical Image Analysis | —Unverified | 0 |
| Privacy-preserving medical image analysis | Dec 10, 2020 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| Learning Medical Image Denoising with Deep Dynamic Residual Attention Network | Dec 9, 2020 | DenoisingDiagnostic | CodeCode Available | 1 |
| Deformable Gabor Feature Networks for Biomedical Image Classification | Dec 7, 2020 | ClassificationDeep Learning | —Unverified | 0 |
| SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological Images | Dec 4, 2020 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| Contour Transformer Network for One-shot Segmentation of Anatomical Structures | Dec 2, 2020 | AnatomyMedical Image Analysis | CodeCode Available | 0 |
| 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 |
| Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy | Nov 25, 2020 | Brain SegmentationMedical Image Analysis | —Unverified | 0 |
| Weakly- and Semi-Supervised Probabilistic Segmentation and Quantification of Ultrasound Needle-Reverberation Artifacts to Allow Better AI Understanding of Tissue Beneath Needles | Nov 24, 2020 | AnatomyMedical Image Analysis | —Unverified | 0 |
| A Simple Framework to Quantify Different Types of Uncertainty in Deep Neural Networks for Image Classification | Nov 17, 2020 | General Classificationimage-classification | —Unverified | 0 |
| A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges | Nov 12, 2020 | Decision MakingEnsemble Learning | —Unverified | 0 |
| Learning Discriminative Representations for Fine-Grained Diabetic Retinopathy Grading | Nov 4, 2020 | Diabetic Retinopathy GradingMedical Image Analysis | —Unverified | 0 |