Research on Bearing Surface Scratch Detection Based on Improved YOLOV5

H Jia, H Zhou, Z Chen, R Gao, Y Lu, L Yu - Sensors, 2024 - mdpi.com
Bearings are crucial components of machinery and equipment, and it is essential to inspect
them thoroughly to ensure a high pass rate. Currently, bearing scratch detection is primarily …

Defect enhancement method for ZrO2-bearing spherical surface representation based on complete defect stitching and self-defined background balancing algorithm

T Chen, L Dong, XQ Liao, RM Zheng, WW Hu… - Optics & Laser …, 2024 - Elsevier
To address the problems of difficulty in extracting complete defects and high interference of
surface background in the process of ZrO2 bearing ball defect detection. A method of ZrO2 …