Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery
Mengya Xu Mobarakol Islam Chwee Ming Lim Hongliang Ren Mengya Xu Mobarakol Islam Chwee Ming Lim Hongliang Ren
Generating a surgical report in robot-assisted surgery, in the form of natural language expression of surgical scene understanding, can play a significant role in document entry tasks, surgical training, and post-operative analysis. Despite the state-of-the-art accuracy of the deep learning algorithm, the deployment performance often drops when applied to the Target Domain (TD) data. For this purp...