With the deep development of industry 4.0, intelligent manufacturing has become the core competitiveness of modern manufacturing. Machine vision inspection technology, as an important part of intelligent manufacturing, is increasingly widely used. As a key component in industrial production, the quality of connectors directly affects the overall performance and safety of products. Therefore, it is particularly important to adopt machine vision technology to inspect the connectors.
Overview of machine vision inspection solutions:
Machine vision inspection solutions mainly rely on advanced image processing technology and pattern recognition algorithms to carry out all-round inspection of connectors. Inspection usually includes a variety of aspects such as size, appearance and position. Through accurate measurement and identification, it ensures that the quality of the connectors meets the production requirements.
Machine vision inspection key technology:
1, feature extraction and matching algorithm: this is one of the core technologies of machine vision inspection. By designing a suitable feature extraction algorithm, representative and robust features are extracted from the images of connectors. Then, the matching algorithm is used to compare the extracted features with the predefined standard features to realize the accurate identification and localization of the connectors.
2, image processing technology: in machine vision detection, image processing technology plays a crucial role. It includes pre-processing, denoising, enhancement, segmentation and other processing of the acquired image to improve the image quality and reduce the difficulty of subsequent processing. In addition, useful information in the image can be extracted through image processing technology to provide data support for subsequent recognition and detection.
Machine vision inspection solution has a wide range of application prospects in the manufacturing industry. It can not only improve the inspection efficiency and accuracy, reduce the rate of misdetection and leakage, but also reduce labor costs and improve productivity and product quality. With the continuous development and improvement of technology, it is believed that machine vision inspection technology will play an increasingly important role in the future manufacturing industry.
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