TECH NEWS

Intrinsic and Extrinsic Calibration for Fleet Safety Camera Systems

Calibration is the Bridge of Trust Between Hardware and AI

In image engineering practice, a common misconception is viewing "Geometric Calibration" purely as a software post-processing task. Many believe that once the hardware team assembles the camera and outputs an image, the remaining distortion correction and spatial positioning can be left entirely to software algorithms. However, in the harsh environment of fleet safety camera systems, this mindset often leads to disastrous consequences.

Figure 1: The system value of geometric calibration. Calibration is not the end goal, but the critical bridge connecting camera hardware physics to final AI decisions. Any geometric error uncorrected by calibration will propagate and amplify along this chain. (Image Source: AI-assisted generation)

Why Calibration Matters: System Value over Formula Value

Without precise geometric calibration, all downstream computer vision algorithms inherit systematic geometric errors. In modern fleet safety systems, features like ADAS, Driver Monitoring, 360° Surround View, SLAM,...

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Ramp launches its own AI model router, called Router

Corporate expense management platform Ramp is hot on the heels of Stripe in setting up toll houses for AI inference. Ramp on Wednesday evening launched its own AI model routing service, dubbed Router, that lets users and companies use and switch between various large language models through an API. The

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FDA considers doctor-like ‘competency-based’ tests for medical generative AI

Westy72/Getty Images ByChristian Robles, Technology Reporter, Nextgov/FCW August 20, 2026 12:42 PM ET The Trump administration released ideas for regulating large language models used in health care as companies roll out chatbots to help patients manage mental health, diabetes and other medical conditions. * FDA * Health Tech The

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Boon for Boomers, Bane for Power Users: Google Starts Rolling Out New Android Sideloading Rules

Google is gradually rolling out its controversial new Advanced Flow for installing apps from developers who haven't finished identity verification. When Google first started looking at changing Android's app verification rules last year, users feared that they'd no longer have the option to sideload

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Authoring Dogwood policies from natural language in Amazon Bedrock AgentCore | Amazon Web Services

AI agents can automate complex workflows but might take actions that don’t align with your organization’s policies or regulatory constraints if used without proper controls. To address this, we built Policy in Amazon Bedrock AgentCore so teams can implement controls that are applied across agents running in Amazon