On Optimizing MobileDet for Mobile Deployments

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Sayak Paul

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Sep 29, 2020, 12:31:47 AM9/29/20
to ML on Mobile OS Working Group, ML GDE, Khanh LeViet
Hi folks,

I hope you are doing well. I am writing to you about a recent article that focuses on the criticalities of effectively optimizing MobileDet object detectors for mobile deployments. It includes thorough benchmarking and a number of different non-trivial strategies needed to properly quantize the pre-trained MobileDet checkpoints to TensorFlow Lite. I hope by the end of the blog post you'll be convinced that it's not just yet another post on model conversion :D 

Link to the blog post - https://sayak.dev/mobiledet-optimization/

Immense thanks to @Khanh LeViet for all the guidance he provided throughout the development of the post. 

Sayak Paul | sayak.dev

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