NNStreamer: Efficient and Agile Development of On-Device AI Systems

2021 IEEE/ACM 43rd International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP)(2021)

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摘要
We propose NNStreamer, a software system that handles neural networks as filters of stream pipelines, applying the stream processing paradigm to deep neural network applications. A new trend with the wide-spread of deep neural network applications is on-device AI. It is to process neural networks on mobile devices or edge/IoT devices instead of cloud servers. Emerging privacy issues, data transmis...
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关键词
Productivity,Tensors,Pipelines,Artificial neural networks,Tools,Hardware,Artificial intelligence
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