DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning

IEEE Transactions on Mobile Computing, pp. 314-330, 2020.

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Abstract:

Due to their on-body and ubiquitous nature, wearables can generate a wide range of unique sensor data creating countless opportunities for deep learning tasks. We propose DeepWear, a deep learning (DL) framework for wearable devices to improve the performance and reduce the energy footprint. DeepWear strategically offloads DL tasks from a...More

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