Bearings are very common mechanical components that are widely used in all kinds of
machines. Currently, bearing surface defect detection is mainly completed by naked-eye …

Aiming at the shortcomings of manual detection methods for surface defects of bearing outer
rings, a surface defect detection method based on machine vision is proposed. The common …

Aimed at traditional problems such as low-efficiency, too much man-made factor and unable
to realize online, real-time or noncontact measure in the inspecting inner and outer diameter …

The rapid development of machine vision has prompted the continuous emergence of new
detection systems and algorithms in surface defect detection. However, most of the existing …

Bearings are essential and have been widely used in mechanical equipment. However,
surface defects on bearings can seriously affect their performance and service life, and …

Surface defects on bearings can directly affect the service life and reduce the performance of
equipment. At present, the detection of bearing surface defects is mostly done manually …

Appearance defects inspection plays a vital role in bearing quality control. Human
inspection is a traditional way to remove defective bearings, which is instable and time …

As an important part of a bearing, a bearing ring (BR) is prone to producing various defects
on each surface in the production process, which seriously affects the reliability of the …

In view of the disadvantages of manual testing of bearing surface defects in the bearing
production process, an automatic detection and identification method of bearing surface …

Ball bearings with defects can cause catastrophic machine element failure. The technique of
detection using visual features provides a rapid means of inspection, although it reveals only …