Abstract Dental X-ray image segmentation is helpful for assisting clinicians to examine tooth conditions and identify dental diseases. Fast lightweight algorithms without using cloud computing may be required implemented in imaging systems. This paper aims investigate deep learning methods the purpose of deployment on edge devices, such as A novel neural network scheme knowledge distillation pr...