Computer Vision AI Automation
At Robovision, we developed a computer vision AI platform to drive smart automation. Adding vision intelligence to machines creates a dramatic shift for industries, setting new standards for quality, efficiency, and productivity. Machine builders and their customers use the Robovision platform for demanding applications with high variability to realize better outcomes and consistent results.
What is Computer Vision AI?
Deep learning algorithms form the backbone of computer vision AI systems that learn and adapt to change. By adding a layer of vision intelligence, machines can process, analyze and interpret the visual world, much like humans. Through the Robovision AI platform, machines improve their performance over time and can carry out complex tasks such as:
✓ Classification
✓ Sorting
✓ Segmentation
✓ Object detection
✓ Anomaly detection
✓ 3D-handling
Computer vision AI systems extract information from images. Visual data can be derived from source material, such as medical scanning devices, live video sequences, 2D images, or multi-dimensional data created with 3D technologies.
Artificial Intelligence and Machine Learning
Artificial Intelligence (AI) is everywhere: it writes emails, pilots cars and generates amazing art. While the term refers to machines simulating human intelligence, the label is broad and covers many subfields. One of those is Machine Learning, which involves training computers to learn from data and make predictions or decisions without needing explicit programming.
Traditional Computer Vision versus Computer Vision AI
Computer Vision systems can process and interpret visual data–images and videos–like humans do. Before the 2010s, Computer Vision applications relied on manual coding; data scientists determined every step of the process, this form of Computer Vision is neither intelligent nor dynamic.
With the rise of deep learning–an AI subfield with algorithms inspired by brain structure and functions–a new, more dynamic type of Computer Vision was born: one that makes it possible to generate algorithms with self-learning capabilities.
What does Computer Vision AI automation enable?
Computer vision AI goes beyond simply programming computers to follow instructions. Systems powered with Robovision’s computer vision AI software not only optimize as they learn, but also adapt to frequently changing requirements stemming from product variations, different sizing or new quality standards. All are crucial to industries needing mass customization, fast time-to-market, or stringent quality control.
Computer Vision AI: Trends and Challenges
Complex enterprise challenges—think the labor shortage and the reshoring trend in manufacturing, safety compliance in high-risk environments, or even limiting human error—can all be solved with computer vision AI automation. Computer vision algorithms can even analyze visual data with precision surpassing human capability. Accuracy and reliability are enhanced, product quality remains high and waste is reduced. Not to mention the boost in customer satisfaction.