| Exploring Vanilla U-Net for Lesion Segmentation from Whole-body FDG-PET/CT Scans | Oct 14, 2022 | Computed Tomography (CT)Data Augmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging | Feb 20, 2025 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 1 | 5 |
| A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis | Aug 12, 2021 | BenchmarkingMedical Image Analysis | CodeCode Available | 1 | 5 |
| A Systematic Collection of Medical Image Datasets for Deep Learning | Jun 24, 2021 | Deep LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation | Feb 8, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations | Jul 15, 2020 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Disentangled Representation Learning in Cardiac Image Analysis | Mar 22, 2019 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 | 5 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | CodeCode Available | 1 | 5 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Interpretation of 3D CNNs for Brain MRI Data Classification | Jun 20, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis | Oct 8, 2023 | FairnessMedical Diagnosis | CodeCode Available | 1 | 5 |
| Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging | May 17, 2022 | Federated LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning | Nov 29, 2023 | Continual LearningContinual Self-Supervised Learning | CodeCode Available | 1 | 5 |
| Augmenting Chest X-ray Datasets with Non-Expert Annotations | Sep 5, 2023 | DiagnosticMedical Image Analysis | CodeCode Available | 1 | 5 |
| Aligning Medical Images with General Knowledge from Large Language Models | Aug 31, 2024 | General KnowledgeMedical Image Analysis | CodeCode Available | 1 | 5 |
| CoReEcho: Continuous Representation Learning for 2D+time Echocardiography Analysis | Mar 15, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 | 5 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | CodeCode Available | 1 | 5 |
| Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study | Apr 7, 2020 | AnatomyAnomaly Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Learning Deformable Registration of Medical Images with Anatomical Constraints | Jan 20, 2020 | AnatomyImage Registration | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net | Jun 24, 2020 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 | 5 |
