| 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 |