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. Author manuscript; available in PMC: 2023 Nov 15.
Published in final edited form as: IEEE Sens J. 2022 Oct 5;22(22):21362–21390. doi: 10.1109/jsen.2022.3210773

TABLE VII.

NAS Hardware Profiling Strategies for Microcontrollers

Method Speed Accuracy NAS Frameworks
Real measurements Slow High THIN-Bayes [123], MNASNet [132], One-shot NAS [141]
Lookup tables Fast-Medium Medium-High FBNet [140], Once-for-All [5], MCUNet [31] [121]
Prediction models Medium Medium ProxylessNAS [129], Once-for-All [5], MCUNet [31] [121], LEMONADE [142]
Analytical Fast Low THIN-Bayes [123], MicroNets [8], μNAS [122], SpArSe [86]