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An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application. (arXiv:2206.13398v2 [cs.CV] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Recently, the artificial intelligence of things (AIoT) has been gaining
increasing attention, with an intriguing vision of providing highly intelligent
services through the network connection of things, leading to an advanced
AI-driven ecology. However, recent regulatory restrictions on data privacy
preclude uploading sensitive local data to data centers and utilizing them in a
centralized approach. Directly applying federated learning algorithms in this
scenario could hardly meet the industrial requirements of both efficiency and
accuracy. Therefore, we propose an efficient industrial …
aiot application arxiv cv face face recognition federated learning framework industrial learning