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Consider using the Mobile Net version of YOLO. This contributor provides a good brief on MobileNets architecture and you can find the paper here. A simple Google search yields a lot of readily-available options. According to this benchmark, it has a 217 milliseconds inference time on an i5. Keep in mind, what you gain in speed, you loose in accuracy.
