3D machine vision solutions

With the rapid development of science and technology, machine vision technology has become a key technology in the fields of industrial automation and intelligent manufacturing. Especially in the field of 3D machine vision, its precise and efficient characteristics are gradually becoming an important driving force in the field of industrial automation.

1. Overview of 3D machine vision solutions

3D machine vision solutions use deep learning and computer vision technology to accurately obtain information such as the spatial shape, size, and position of objects. Compared with traditional 2D machine vision, 3D machine vision can provide richer and more accurate object information, bringing higher flexibility and accuracy to industrial automation production.

Second, the key technology of 3D machine vision solutions

1. Depth camera technology: The depth camera realizes the measurement of the depth of the surface of the object by actively emitting infrared light and receiving the reflected light. This technology can obtain the three-dimensional information of the object in real time, providing basic data for subsequent image processing and analysis.

2. Image processing and analysis algorithms: Image processing and analysis algorithms are the core of 3D machine vision solutions. Through the processing and analysis of the 3D data obtained by the depth camera, the shape, size, position and other key information of the object can be extracted, which provides a basis for subsequent production control.

3. Deep learning technology: Deep learning technology can realize automatic learning and feature extraction of large amounts of data, and improve the accuracy and stability of 3D machine vision solutions. By training deep learning models, intelligent recognition and classification of different types of objects can be realized.