A fully automated sex estimation for proximal femur X-ray images through deep learning detection and classification

•The proximal femur has considerable value in estimating sex.•Deep learning can be used to create an automated sex estimation model based on femur radiographic features.•The model proposed in this paper achieves competitive performance compared with existing models.