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Lightning Talk: Streaming and Processing Edge Vision Data in Real Time

Lightningat Open Source Summit North America 2025 · 2025-06-23..06-25· [web-performance]
slides:none on file

Edge vision systems run lightweight models locally and send only events or metadata upstream, claiming up to ~25% revenue loss from empty shelves and solving it with YOLO on TensorFlow Lite for continuous local inference. Cheap sensors act as watchdogs to trigger just-in-time CV for cases like whale detection, reducing compute and false positives. A stadium queue app runs fully offline peer-to-peer and optionally syncs later. Network and API stack uses WebRTC and gRPC with Raspberry Pi + Coral TPU acceleration.

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