A foundation generative model for breast ultrasound image analysis - PubMed
3 hours ago
- #breast ultrasound
- #AI in healthcare
- #foundation model
- BUSGen is the first foundation generative model for breast ultrasound image analysis, pretrained on over 3.5 million images.
- It can generate realistic task-specific data to support downstream tasks like cancer screening, diagnosis, and prognosis.
- The model outperformed real-data-trained foundation models and 9 board-certified radiologists in early diagnosis with a 16.5% sensitivity improvement (P < 0.0001).
- BUSGen enables de-identified data sharing, advancing secure medical data utilization and exploring synthetic data scaling effects.