A design space exploration framework for deployment of resource-constrained deep neural networks
Yan Zhang,
Lei Pan,
Phillip Berkowitz
et al.
Abstract:Recent years have witnessed great progress in the development of deep neural networks (DNNs), which has led to growing interest in deploying DNNs in resource-constrained environments such as network-edge and edge-cloud environments. To address objectives of efficient DNN inference, numerous approaches as well as specialized platforms have been designed for inference acceleration. The flexibility and diverse capabilities offered by these approaches and platforms result in large design spaces with complex trade-… Show more
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