The facet joint injection is the most common procedure used to release lower back pain. In this paper. we proposed a deep learning method for detecting and segmenting facet joints in ultrasound images based on convolutional neural networks (CNNs) and enhanced data annotation. In the enhanced data annotation. https://www.alarecre.com/