Special Report, Americas, Opinion
Posted: 16 Jun 2022 05:33
The framework consists of an edge-cloud video analytics component. A transaction processing component. Each component may exist in isolation of the other and benefit other use cases, however, they are co-designed to achieve the goals of data management for video analytics applications. This proposal separates computation into two stages: an initial stage that depends on best-effort computations at the edge (using a fast but less accurate DL model), and a final stage at the cloud to correct any errors incurred in the initial stage (using the accurate but slower DL model.) For example, for object detection in applications such as V/AR, instead of depending solely on the full CNN model, a more compact model is used at the edge to respond immediately to users. If needed, some frames are sent to the full CNN model on the cloud to detect any errors on the immediate responses sent by the initial stage.
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