Intelligent detection method and system for cracks around transverse hole

Abstract

The embodiment of the invention provides an intelligent detection method and system for cracks around a transverse hole. The method comprises the following steps: acquiring a to-be-detected traverse hole ultrasonic image; inputting the ultrasonic image of the to-be-detected transverse hole into a pre-trained crack detection model to obtain a crack detection result output by the crack detection model; wherein the crack detection model generates an anchor frame through a K-Means + + algorithm and a K-Mediods clustering algorithm for the transverse hole crack data set, and the category information and the position information of the transverse hole crack data set are obtained through training and testing of a YOLOV3 algorithm. According to the embodiment of the invention, the method achievesthe quick and accurate recognition of the crack defects, achieves the higher accuracy while achieving the target detection, meets the requirements of real-time detection, and is more suitable for an application environment of ultrasonic nondestructive detection.

Description

technical field [0001] The invention relates to the technical field of image processing, in particular to an intelligent detection method and system for cracks around a transverse hole. Background technique [0002] When ultrasonic waves are used to detect workpieces, ultrasonic b-scan images are generally used to detect target areas. [0003] Since the area to be detected is generally relatively small, the first problem faced by the target detection for a small area is the positioning of the target area, then the acquisition accuracy of the size and shape of the specific detection features, and finally the calculation speed. The Faster R-CNN model is commonly used, but this model has the disadvantages of low detection accuracy and slow speed in practical applications. [0004] Therefore, it is necessary to propose a new detection method for intelligent detection of small features of workpieces to solve the above problems. Contents of the invention [0005] The embodimen...

AI Technical Summary

Problems solved by technology

[0005] The embodiment of the present invention provides an intelligent detection method and system for cracks around the cross-hole, which is used to solve the defects of slow manual detection, high requirements for professional knowledge, low detection accuracy and slow speed in the prior art

Images