~/talk

Vision, Big Data and AI

Talkat DSC MENA 2025 · 2025-04-10..04-12· [computer-vision, machine-learning]
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AvidBeam converts real time surveillance into metadata and alerts and claims it scales to tens of thousands of cameras, citing city fleets like London with ~400,000 cameras and raw video rates of ~60 GB per hour per camera. Platform uses standard CV stacks and accelerators and uses DeepStream and OpenVINO on NVIDIA/Intel GPUs, plus Kubernetes, MongoDB, Elasticsearch and Kafka for scaling. Built and deployed features include parking reservation in Riyadh, crowd, loitering, PPE and LPR detection, and won CES Best AI Startup.

AI-written summary · about

  1. 0:00Vision, Big Data and AI
  2. 1:26Video analytics purpose
  3. 3:12Real-time data processing
  4. 5:37AI video analytics tools
  5. 7:23Video analytics benefits and challenges
  6. 9:31Industries using video analytics
  7. 10:14Video analytics use cases
  8. 16:41Crowd detection use case
  9. 18:28Computer vision with generative AI
  10. 21:20AI ethics in computer vision
  11. 27:17Future of video analytics
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