Abstract Aiming at the problem of feature extraction, recognition and classification machining features various mechanical part models, an image detail extraction method based on deep learning architecture is proposed. We use median filtering to filter impulse noise in initially. After horizontal tilt correction, contour divided into several fan sub regions. Then, structural parameters YOLOV3 n...