Results 131 to 140 of about 793 (174)

Earthquake Detection with tinyML

Seismological Research Letters, 2023
Abstract Earthquake detection is the critical first step in earthquake early warning (EEW) systems. For robust EEW systems, detection accuracy, detection latency, and sensor density are critical to providing real-time earthquake alerts.
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Work in Progress: Linear Transformers for TinyML

2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)
We present the WaveFormer, a neural network architecture based on a linear attention transformer to enable long sequence inference for TinyML devices. Waveformer achieves a new state-of-the-art accuracy of 98.8 % and 99.1 % on the Google Speech V2 keyword spotting (KWS) dataset for the 12 and 35 class problems with only 130 kB of weight storage ...
Scherer M., Cioflan C., Magno M., Benini L.   +3 more
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IP Protection in TinyML

2023 60th ACM/IEEE Design Automation Conference (DAC), 2023
Jinwen Wang, Yuhao Wu 0006, Han Liu, Bo Yuan 0002, Roger D. Chamberlain, Ning Zhang 0017   +5 more
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Special Issue on TinyML

IEEE Micro, 2023
Vijay Janapa Reddi, Boris Murmann
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TMM-TinyML

Proceedings of the 28th Annual International Conference on Mobile Computing And Networking, 2022
Bharath Sudharsan, Sonu Prasad, Dan Jose, John G. Breslin   +3 more
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TinyML Acceleration with MAX78000

The advancement of edge devices equipped with specialized hardware accelerators has brought the deployment and execution of Deep Neural Network (DNN) models nearer to users and real-world sensor systems. This paper investigates the potential of the MAX78000 microcontroller in accelerating Tiny Machine Learning applications, which require real-time ...
Dabbous A., Lazzaroni L., Bellotti F., Presentacion S. M., Pighetti A., Berta R.   +5 more
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TinyML for EEG Decoding on Microcontrollers

2023 IEEE International Symposium on Circuits and Systems (ISCAS), 2023
Antonios Tragoudaras, Charalampos Antoniadis, Yehia Massoud   +2 more
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TinyML in Africa: Opportunities and Challenges

2021 IEEE Globecom Workshops (GC Wkshps), 2021
Samson Otieno Ooko, Marvin Muyonga Ogore, Jimmy Nsenga, Marco Zennaro   +3 more
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TinyML Workshop

2023 IEEE 16th Dallas Circuits and Systems Conference (DCAS), 2023
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Intelligence at the Extreme Edge: A Survey on Reformable TinyML

ACM Computing Surveys, 2023
Nadeem Ahmed, Ishan Karunanayake, Visal Rajapakse   +2 more
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