PDD: Partitioning DAG-Topology DNNs for Streaming Tasks

To enable the inference of high-precision deep neural networks (DNNs) on resource-constrained devices, DNN offloading has been widely explored in recent years. Some works have also integrated the chain-topology DNN (CDNN) offloading with pipeline processing to further reduce inference delay when pro...

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Veröffentlicht in:	IEEE internet of things journal 2024-03, Vol.11 (6), p.9258-9268
Hauptverfasser:	Wu, Liantao, Gao, Guoliang, Yu, Jing, Zhou, Fangtong, Yang, Yang, Wang, Tengfei
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Artificial neural networks Computation Computational modeling deep neural network (DNN) partitioning Delays Directed acyclic graph (DAG) topology Inference Network topologies Partitioning Partitioning algorithms streaming tasks Topology
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