We developed a mobile SDK that ran several ML models on device that was used by app developers who integrated the SDK into their app to provide real-time guidance and decisions based on what the on-device camera and other inputs provided. The SDK was instrumented with mobile analytics. We encountered various challenges on the journey and at least some of these might be of research interest.
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Julian Harty (2024) studied this question.
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