Vision Tools: Using Computer and Machine Vision

Computer vision and machine vision are integral to modern manufacturing, offering advanced capabilities to enhance efficiency, quality assurance, and defect detection. While machine vision relies on established rules-based algorithms for tasks like reading barcodes and detecting edges, computer vision leverages artificial intelligence to perform more complex analyses, such as object detection, segmentation, and classification. This technology is used across various industries, from automotive to food production, to identify defects and ensure product quality. Implementing computer vision involves training customized models using business-specific data, which can be integrated into manufacturing processes using devices such as NVIDIA Jetsons or Raspberry Pis. The guide highlights the adaptability of computer vision systems, their potential to improve over time through active learning, and their cost-effectiveness compared to traditional machine vision systems. With the right setup and tools, businesses can significantly reduce defect rates and enhance their assembly lines' stability and quality checks.