On-Device ML in Flutter: Camera Streams, ML Kit, LiteRT, and Small Local Models
September 28, 2026 · AviaryApps Team
A production pipeline for on-device inference in Flutter: throttled camera streams, correct CameraImage conversion and rotation, ML Kit for solved problems, LiteRT in a worker isolate for custom models, on-device text models with a cloud fallback, plus latency, memory, and privacy budgets.
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