Sub 8-Bit Quantization of Streaming Keyword Spotting Models for Embedded Chipsets

Author:

Zeng LuORCID,Parthasarathi Sree Hari KrishnanORCID,Liu YuzongORCID,Escott AlexORCID,Cheekatmalla SantoshORCID,Strom NikkoORCID,Vitaladevuni ShivORCID

Publisher

Springer International Publishing

Reference26 articles.

1. Agarap, A.F.: Deep learning using rectified linear units (ReLU). arXiv preprint arXiv:1803.08375 (2018)

2. Banner, R., Hubara, I., Hoffer, E., Soudry, D.: Scalable methods for 8-bit training of neural networks. In: Advances in Neural Information Processing Systems, vol. 31 (2018)

3. Bengio, Y., Léonard, N., Courville, A.: Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 (2013)

4. Blouw, P., Malik, G., Morcos, B., Voelker, A.R., Eliasmith, C.: Hardware aware training for efficient keyword spotting on general purpose and specialized hardware. arXiv preprint arXiv:2009.04465 (2020)

5. Chen, G., Parada, C., Heigold, G.: Small-footprint keyword spotting using deep neural networks. In: Proceedings of ICASSP (2014)

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1. On-Device Constrained Self-Supervised Learning for Keyword Spotting via Quantization Aware Pre-Training and Fine-Tuning;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

2. Fixed-Point Quantization Aware Training for on-Device Keyword-Spotting;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

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