Streaming End-to-end Speech Recognition For Mobile Devices · HackerPapers discussions

Streaming End-to-end Speech Recognition For Mobile Devices — mentioned by iceychris

Sun, 15 Nov 2020 10:23:38 GMT

Hey HN! I've been working on this for a while now. While there are other on-premise solutions using older models such as DeepSpeech [0], I haven't found a deployable project supporting multiple languages using the recent RNN-T Architecture [1]. Please note that this does not achieve SotA performance. Also, I've only trained it on one GPU so there might be room for improvement. Edit: Don't expect good performance :D this is still in early stage development. I am looking for contributers :) [0] https://github.com/mozilla/DeepSpeech [1] https://arxiv.org/abs/1811.06621

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Streaming End-to-end Speech Recognition For Mobile Devices — mentioned by polymorph1sm

Mon, 06 Jul 2020 01:03:42 GMT

Online decoding in Kaldi uses GMM (or NN+GMM hybrid) where this repo focus in end to end approach using deep LSTM (similar to Google Pixel's offline speech to text [1]). [1] https://arxiv.org/pdf/1811.06621.pdf

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Streaming End-to-end Speech Recognition For Mobile Devices — mentioned by walterbell

Tue, 05 Nov 2019 15:08:53 GMT

Google published research [1][2] on offline recognition and it was rolled out earlier in 2019. Model size for English is claimed to be under 100MB, https://techcrunch.com/2019/03/12/googles-new-voice-recognit... [1] https://arxiv.org/pdf/1603.03185.pdf (2016) [2] https://arxiv.org/pdf/1811.06621.pdf (2018)

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Streaming End-to-end Speech Recognition For Mobile Devices — mentioned by walterbell

Sat, 18 May 2019 02:45:33 GMT

Google mentioned at I/O that speech recognition will soon (this summer?) be performed locally on Android devices, with no voice data being sent to Google, because they have been able to reduce the size of the model dramatically. Is that related to federated learning? Paper: https://arxiv.org/abs/1811.06621

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Streaming End-to-end Speech Recognition For Mobile Devices — mentioned by modeless

Tue, 12 Mar 2019 20:50:27 GMT

Google AI blog: https://ai.googleblog.com/2019/03/an-all-neural-on-device-sp... arXiv: https://arxiv.org/abs/1811.06621

Paper and discussion history. A mention is not an endorsement.