Deep learning on microcontrollers

Author:

Svoboda Filip1,Fernandez-Marques Javier2,Liberis Edgar1,Lane Nicholas D.3

Affiliation:

1. University of Cambridge

2. Samsung AI

3. University of Cambridge and Samsung AI

Funder

UK's Engineering and Physical Sciences Research Council (EPSRC)

European Research Council (ERC)

Publisher

ACM

Reference38 articles.

1. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org.

2. YodaNN: An Architecture for Ultralow Power Binary-Weight CNN Acceleration

3. Colby Banbury , Chuteng Zhou , Igor Fedorov , Ramon Matas , Urmish Thakker , Dibakar Gope , Vijay Janapa Reddi , Matthew Mattina, and Paul Whatmough. 2021 . MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers. In Proceedings of Machine Learning and Systems, A. Smola, A. Dimakis, and I. Stoica (Eds .), Vol. 3 . 517--532. https://proceedings.mlsys.org/paper/2021/file/a3c65c2974270fd093ee8a9bf8ae7d0b-Paper.pdf Colby Banbury, Chuteng Zhou, Igor Fedorov, Ramon Matas, Urmish Thakker, Dibakar Gope, Vijay Janapa Reddi, Matthew Mattina, and Paul Whatmough. 2021. MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers. In Proceedings of Machine Learning and Systems, A. Smola, A. Dimakis, and I. Stoica (Eds.), Vol. 3. 517--532. https://proceedings.mlsys.org/paper/2021/file/a3c65c2974270fd093ee8a9bf8ae7d0b-Paper.pdf

4. Origami: A 803-GOp/s/W Convolutional Network Accelerator

5. Origami

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