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In fact, the performance really depends on which device you are using. Generally speaking, only using CPU on mobile device is beneficial for very small network with very small workload. As soon as your network gets a bit deeper, you need a GPU. (convolution layers can become very slow with a simple CPU)
For the performance result, I invite you to check our paper.
CPU/GPU Collaboration Techniques for Transfer Learning on Mobile Devices
Olivier Valery Pangfeng Liu Jan-Jan Wu
International Conference on Parallel and Distributed Systems
So can you List the performance of GPU ? which should be much better than CPU on mobile phone.
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