Morphology-Aware Interactive Keypoint Estimation

arXiv:2209.07163v2 Announce Type: replace
Abstract: Diagnosis based on medical images, such as X-ray images, often involves manual annotation of anatomical keypoints. However, this process involves significant human efforts and can thus be a bottleneck in the diagnostic process. To fully automate this procedure, deep-learning-based methods have been widely proposed and have achieved high performance in detecting keypoints in medical images. However, these methods still have clinical limitations: accuracy cannot be guaranteed for all cases, and it is necessary for doctors …

abstract annotation arxiv automate cs.ai cs.cv diagnosis diagnostic however human images interactive medical performance process ray type x-ray