Computer Vision & Recognition Systems - Decoding the Visual World

Computer vision systems and recognition systems must process large volumes of optical sensor data in real time, making them another category of product that can benefit from artificial intelligence (AI) in general, and machine learning (ML) in particular. Sensors feed processing systems with unstructured data – data that is unformatted. AI/ML is particularly adept at finding patterns in unstructured data and developing predictive models it can subsequently refine as it processes additional data.

Some of the most common use cases for AI/ML in computer vision systems include: 

  • Smart Cameras
  • Quality control in manufacturing (DVI)
  • Autonomous systems

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Key Computer Vision and Recognition Applications

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Smart Cameras

Cameras for safety monitoring are being installed seemingly everywhere – office buildings, retail outlets, entertainment venues, municipal locations, residential porches. Not all are AI-enabled, but AI/ML is gradually being included in a growing percentage of cameras. With AI, camera operators can do anything from distinguishing employees from visitors to identifying whether the person ringing the doorbell is a neighbor or a mail carrier. 

Smart Camera identifying cars on motorway

Autonomous Systems

Autonomous systems include robots, cobots, drones, agricultural equipment, trucks, cars, and more. All of these systems incorporate optical sensors for navigation. Safe navigation is dependent on object detection and identification and that is best provided by AI/ML systems. Some of these systems have other purposes that also rely on visual systems. Agricultural harvesters, for example, need to be able to make a distinction between unripe and unripe fruit, while also being able to detect blemishes and disease. Again, identification and categorization are processes that AI excels at.

Autonomous systems - robotic arm in factory setting

Guide

Getting Started with Deep Learning for Vision Applications

Avnet Silica, in partnership with Deep Vision Consulting, has created a set of resources to help you create your own demo, and it’s easier than you think. All you’ll need is some Lego™ and our Deep Learning starter kit.

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