What is the future development trend of industrial 3d cameras?

Future development trend of industrial 3D camera;

1, the technical development trend of artificial intelligence deep learning+machine vision

The traditional rule-based machine vision system can detect hundreds or even thousands of parts per minute with high precision, but the system still runs through step-by-step filtering and algorithm based on basic rules. In the deep learning algorithm, convolutional neural network is used, and the image features are extracted through the convolution layer. The parameters of the convolution layer are not all artificially designed, but obtained through data training. Machine vision system, when combined with it, will have the following advantages: (1) It overcomes the difficulty of using rule-based algorithm to write visual applications; (2) Maintain application programs in the factory floor and retrain new image data; (3) It can adapt to the new paradigm without reprogramming the core network; (4) Dealing with the confusing background and changes in the appearance of parts. In recent years, thanks to the improvement of computing power and the emergence of large-scale data sets, Al technology itself and various commercial solutions have matured and are rapidly entering the stage of industrialization. "Artificial intelligence deep learning+machine vision" can help machine vision equipment to quickly classify images, detect objects and segment them. It has been more and more applied in 3d machine vision and become one of the mainstream development trends in the future.

2. The trend of increasing penetration rate and accelerating import substitution brought by technological upgrading.

Thanks to the continuous improvement of technologies in the fields of software and hardware such as light source system, image processing system and camera, the cost of machine vision equipment is decreasing year by year. Under the condition of the same price or even higher cost performance, machine vision equipment can provide more and faster image data transmission and more advanced software algorithms to realize digital, real-time and intelligent performance improvement. The improvement of cost performance improves the market penetration rate of machine vision equipment. At the same time, domestic enterprises have obvious advantages over overseas enterprises in regionality and customer service. With the gradual maturity of domestic machine vision equipment, the high import dependence of the original machine vision industry has brought a broad space for import substitution.

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