AI cameras or server-based video analytics?
Why embedded AI is only part of the architecture decision: security, model updates, edge computing and the lifetime cost of an analytics system.
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Industrial video analytics articles
Read practical guides and expert opinions on AI cameras, video analytics pilots, false alarms, multi-site deployment and multimodal models.
MLLMs in video analytics: a revolution in models, a role for the platform
How detectors, multimodal models and a shared platform work together — from contextual checks and archive audits to model lifecycle management.
Read the articleA detector is not a safety process
Why a thousand alarms do not amount to safety management — and what happens after the system draws a box.
Read the articleThe dog that wanted to be a tiger
Finding an object is one thing. Understanding the scene is another. Why context changes industrial video analytics.
Read the articleHow to evaluate an industrial video analytics pilot
Define the event, test the difficult examples and measure the whole operational workflow.
Read the articleWhy a detector is only part of a safety solution
A useful safety event depends on context, time, review and a defined response.
Read the articleReducing duplicate alerts in industrial video analytics
Treat repeated notifications as a scenario and workflow problem, then test the changes.
Read the articleDeploying video analytics across multiple sites
Separate processing, oversight and site-specific configuration before you scale.
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