2021
DOI: 10.48550/arxiv.2108.02569
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Data Streaming and Traffic Gathering in Mesh-based NoC for Deep Neural Network Acceleration

Binayak Tiwari,
Mei Yang,
Xiaohang Wang
et al.

Abstract: The increasing popularity of deep neural network (DNN) applications demands high computing power and efficient hardware accelerator architecture. DNN accelerators use a large number of processing elements (PEs) and on-chip memory for storing weights and other parameters. As the communication backbone of a DNN accelerator, networks-on-chip (NoC) play an important role in supporting various dataflow patterns and enabling processing with communication parallelism in a DNN accelerator. However, the widely used mes… Show more

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