Generating Synthetic Labeled Data From Existing Anatomical Models: An Example With Echocardiography Segmentation
IEEE Transactions on Medical Imaging(2021)
摘要
Deep learning can bring time savings and increased reproducibility to medical image analysis. However, acquiring training data is challenging due to the time-intensive nature of labeling and high inter-observer variability in annotations. Rather than labeling images, in this work we propose an alternative pipeline where images are generated from existing high-quality annotations using generative a...
更多查看译文
关键词
Pipelines,Image segmentation,Task analysis,Ultrasonic imaging,Shape,Annotations,Labeling
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要