| Nonparametric Density Flows for MRI Intensity Normalisation | Jun 7, 2018 | Medical Image Analysis | CodeCode Available | 0 |
| BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging | Jun 25, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Segmentation Strategies in Deep Learning for Prostate Cancer Diagnosis: A Comparative Study of Mamba, SAM, and YOLO | Sep 24, 2024 | Lesion DetectionMamba | CodeCode Available | 0 |
| Autonomous Computer Vision Development with Agentic AI | Jun 11, 2025 | Medical Image Analysis | CodeCode Available | 0 |
| Compound Figure Separation of Biomedical Images: Mining Large Datasets for Self-supervised Learning | Aug 30, 2022 | Contrastive LearningImage Augmentation | CodeCode Available | 0 |
| Compound Figure Separation of Biomedical Images with Side Loss | Jul 19, 2021 | Contrastive LearningImage Augmentation | CodeCode Available | 0 |
| Divide and Conquer: Grounding a Bleeding Areas in Gastrointestinal Image with Two-Stage Model | Dec 21, 2024 | Medical Image AnalysisMulti-Task Learning | CodeCode Available | 0 |
| O-MedAL: Online Active Deep Learning for Medical Image Analysis | Aug 28, 2019 | Active LearningDeep Learning | CodeCode Available | 0 |
| Towards Resource-Efficient Streaming of Large-Scale Medical Image Datasets for Deep Learning | Jul 1, 2023 | Medical Image Analysis | CodeCode Available | 0 |
| Synthesizing Filamentary Structured Images with GANs | Jun 7, 2017 | Medical Image AnalysisStyle Transfer | CodeCode Available | 0 |
| Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine | Nov 29, 2024 | Interactive SegmentationMedical Image Analysis | CodeCode Available | 0 |
| On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations | Jan 4, 2023 | Fairnessimage-classification | CodeCode Available | 0 |
| On Reducing Negative Jacobian Determinant of the Deformation Predicted by Deep Registration Networks | Jun 28, 2019 | Image RegistrationMedical Image Analysis | CodeCode Available | 0 |
| On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis | Jun 23, 2023 | Image ReconstructionMedical Image Analysis | CodeCode Available | 0 |
| An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-Net | Jul 20, 2021 | Cell SegmentationImage Segmentation | CodeCode Available | 0 |
| Comparing the Effects of Persistence Barcodes Aggregation and Feature Concatenation on Medical Imaging | May 29, 2025 | Feature EngineeringMedical Image Analysis | CodeCode Available | 0 |
| Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations | Sep 18, 2024 | Medical Image Analysis | CodeCode Available | 0 |
| On the relationship between calibrated predictors and unbiased volume estimation | Dec 23, 2021 | Active LearningImage Segmentation | CodeCode Available | 0 |
| On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? | May 21, 2025 | Medical Image Analysis | CodeCode Available | 0 |
| TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation | Sep 23, 2024 | DecoderImage Segmentation | CodeCode Available | 0 |
| When do Convolutional Neural Networks Stop Learning? | Mar 4, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective | Feb 2, 2025 | FairnessImage Segmentation | CodeCode Available | 0 |
| Analyzing Data Augmentation for Medical Images: A Case Study in Ultrasound Images | Mar 14, 2024 | Data AugmentationMedical Image Analysis | CodeCode Available | 0 |
| Operating critical machine learning models in resource constrained regimes | Mar 17, 2023 | Deep LearningMedical Image Analysis | CodeCode Available | 0 |
| Comparing radiologists' gaze and saliency maps generated by interpretability methods for chest x-rays | Dec 22, 2021 | Medical Image Analysis | CodeCode Available | 0 |
| Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks | Nov 30, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification | Feb 12, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels | Nov 24, 2022 | Federated LearningMedical Diagnosis | CodeCode Available | 0 |
| Co-Learning Feature Fusion Maps from PET-CT Images of Lung Cancer | Oct 5, 2018 | Medical Image AnalysisTumor Segmentation | CodeCode Available | 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 |
| Self-Supervised Learning Based on Spatial Awareness for Medical Image Analysis | Aug 30, 2020 | Medical Image AnalysisOrgan Segmentation | CodeCode Available | 0 |
| Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation | Feb 22, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 |
| Disease-informed Adaptation of Vision-Language Models | May 24, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 0 |
| Automatic Infectious Disease Classification Analysis with Concept Discovery | Aug 28, 2022 | ClassificationMedical Image Analysis | CodeCode Available | 0 |
| A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models | Feb 21, 2025 | Decision MakingKnowledge Distillation | CodeCode Available | 0 |
| Task-Oriented Low-Dose CT Image Denoising | Mar 25, 2021 | DenoisingImage Denoising | CodeCode Available | 0 |
| Automated anomaly-aware 3D segmentation of bones and cartilages in knee MR images from the Osteoarthritis Initiative | Nov 30, 2022 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 0 |
| Closing the Gap between Deep and Conventional Image Registration using Probabilistic Dense Displacement Networks | Jul 25, 2019 | DiagnosticImage Registration | CodeCode Available | 0 |
| Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification | Mar 5, 2021 | Contrastive LearningGeneral Classification | CodeCode Available | 0 |
| UMIT: Unifying Medical Imaging Tasks via Vision-Language Models | Mar 20, 2025 | DiagnosticMedical Image Analysis | CodeCode Available | 0 |
| PathoWAve: A Deep Learning-based Weight Averaging Method for Improving Domain Generalization in Histopathology Images | Jun 21, 2024 | Data AugmentationDecision Making | CodeCode Available | 0 |
| CLIP-IT: CLIP-based Pairing for Histology Images Classification | Apr 22, 2025 | Medical Image Analysisparameter-efficient fine-tuning | CodeCode Available | 0 |
| Temporal Consistency Objectives Regularize the Learning of Disentangled Representations | Aug 29, 2019 | AnatomyDisentanglement | CodeCode Available | 0 |
| Discovering Limitations of Image Quality Assessments with Noised Deep Learning Image Sets | Oct 19, 2022 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 0 |
| A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation | Apr 11, 2025 | Image SegmentationMedical Image Analysis | CodeCode Available | 0 |
| Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI | Jul 4, 2024 | AnatomyImage Generation | CodeCode Available | 0 |
| Self-Supervised Ultrasound to MRI Fetal Brain Image Synthesis | Aug 19, 2020 | Image GenerationMedical Image Analysis | CodeCode Available | 0 |
| Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI | Feb 20, 2023 | Medical Image AnalysisPrivacy Preserving | CodeCode Available | 0 |
| Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class | Apr 11, 2023 | image-classificationImage Classification | CodeCode Available | 0 |
| TE-SSL: Time and Event-aware Self Supervised Learning for Alzheimer's Disease Progression Analysis | Jul 9, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 0 |