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Ensemble-Based Reliability Enhancement for Edge-Deployed CNNs in Few-Shot Scenarios

Convolutional Neural Networks (CNNs) have been applied in wide areas of computer vision, and edge intelligence is expected to provide instant AI service with the support of broadband mobile networks. However, the deployment of CNNs on network edge faces severe challenges. First, edge or embedded dev...

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Principais autores: Zhen Gao, Shuang Liu, Junbo Zhao, Xiaofei Wang, Yu Wang, Zhu Han
Format: Artigo
Sprog:Inglês
Udgivet: IEEE 2024-01-01
Serier:IEEE Transactions on Machine Learning in Communications and Networking
Fag:
Convolutional neural networks (CNNs)
reliability
few-shot
network pruning
ensemble learning
Online adgang:https://ieeexplore.ieee.org/document/10614218/
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