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Ever-Vigilant: Machine Learning and AI Move into Surveillance

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With machine learning pushed to the edge of the surveillance system, human operators may no longer need to monitor video feeds from multiple cameras.

HANK HOGAN, CONTRIBUTING EDITOR

The business of surveillance, whether by still or video camera, is booming. It’s being driven by military, industrial, and commercial customers as well as consumers. According to a report by BIS Research1, the video portion of the market will grow at over 16% per year, approaching $110 billion by the end of 2023. In addition to meeting this growing demand, vendors must satisfy the need to capture high-quality images in all types of lighting. As a result, they are increasing resolution and improving performance while cutting costs. The flood of surveillance data also presents...Read full article

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    Published: April 2019
    Glossary
    thermal imaging
    The process of producing a visible two-dimensional image of a scene that is dependent on differences in thermal or infrared radiation from the scene reaching the aperture of the imaging device.
    hyperspectral imaging
    Hyperspectral imaging is an advanced imaging technique that captures and processes information from across the electromagnetic spectrum. Unlike traditional imaging systems that record only a few spectral bands (such as red, green, and blue in visible light), hyperspectral imaging collects data in numerous contiguous bands, covering a wide range of wavelengths. This extended spectral coverage enables detailed analysis and characterization of materials based on their spectral signatures. Key...
    machine learning
    Machine learning (ML) is a subset of artificial intelligence (AI) that focuses on the development of algorithms and statistical models that enable computers to improve their performance on a specific task through experience or training. Instead of being explicitly programmed to perform a task, a machine learning system learns from data and examples. The primary goal of machine learning is to develop models that can generalize patterns from data and make predictions or decisions without being...
    artificial intelligence
    The ability of a machine to perform certain complex functions normally associated with human intelligence, such as judgment, pattern recognition, understanding, learning, planning, and problem solving.
    ImagingIR imagingSWIRNIRSensors & Detectorsthermal imagingsurveillancehyperspectral imagingFeaturesmachine learningartificial intelligence

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