B Fang, X Zeng, M Zhang - … Annual International Conference on Mobile …, 2018 - dl.acm.org
… on-devicedeeplearning for mobile vision systems. NestDNN enables each deeplearning … -accuracy trade-off for each deeplearning model to fit the model's resource demand to the …
A Ignatov, R Timofte, A Kulik, S Yang… - 2019 IEEE/CVF …, 2019 - ieeexplore.ieee.org
… mobiledeeplearning frameworks makes it possible to run complex and deep AI models on mobiledevices. … of the deployment of deeplearning models on mobiledevices. All numerical …
J Sido, M Konopík - 2019 International Conference on Applied …, 2019 - ieeexplore.ieee.org
… We measure the performance of deeplearning methods in terms of accuracy (when … mobile devices can process hundreds to thousands of documents while leveraging deeplearning …
D Li, X Wang, D Kong - Proceedings of the AAAI Conference on …, 2018 - ojs.aaai.org
… DeepRebirth optimizes a trained deeplearning model (left) to … on mobiledevices becomes a bottleneck for deployment of … efficiency of deeplearning models on mobiledevices, which is …
… Mobiledevices have become an essential part of our daily lives. By virtue of … mobile devices. Therefore, an easy to develop with accelerated deeplearning framework on mobiledevices …
… context-aware applications and reference current mobile data analysis practices and approaches. They propose using deeplearning to analyze sensor data from mobiledevices and …
T Tan, G Cao - IEEE Transactions on Mobile Computing, 2021 - ieeexplore.ieee.org
… more energy consumption when running on mobiledevices. To address this issue, … deep learning video analytics through edge processing and Neural Processing Unit (NPU) in mobile…
D Ravi, C Wong, B Lo, GZ Yang - IEEE journal of biomedical …, 2016 - ieeexplore.ieee.org
… While deeplearning has been successful in implementations that utilize high-performance … devices is limited by resource constraints. In this paper, we propose a deeplearning …
… Since our target is on mobiledeeplearning applications, we consider each DNN inference task is generated by a mobiledevice. Currently, there are multiple communication standards …