Domain Generalization for Medical Image Analysis: A Review
Medical image analysis (MedIA) has become an essential tool in medicine and healthcare,
aiding in disease diagnosis, prognosis, and treatment planning, and recent successes in …
aiding in disease diagnosis, prognosis, and treatment planning, and recent successes in …
Learning site-specific styles for multi-institutional unsupervised cross-modality domain adaptation
Unsupervised cross-modality domain adaptation is a challenging task in medical image
analysis, and it becomes more challenging when source and target domain data are …
analysis, and it becomes more challenging when source and target domain data are …
Cross-Domain Style Augmentation for Semi-Supervised Domain-Generalized Medical Image Segmentation
J Wang, L Wang - 2024 IEEE 5th International Conference on …, 2024 - ieeexplore.ieee.org
Medical image segmentation models based on deep learning often experience performance
decline when applied to unseen domains, which restricts the use of deep learning models in …
decline when applied to unseen domains, which restricts the use of deep learning models in …