no code implementations • 3 Aug 2021 • Jonathan Macoskey, Grant P. Strimel, Ariya Rastrow
As more speech processing applications execute locally on edge devices, a set of resource constraints must be considered.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
no code implementations • 3 Aug 2021 • Jonathan Macoskey, Grant P. Strimel, Jinru Su, Ariya Rastrow
We apply AmNets to the Recurrent Neural Network Transducer (RNN-T) to reduce compute cost and latency for an automatic speech recognition (ASR) task.
Ranked #55 on Speech Recognition on LibriSpeech test-clean
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
no code implementations • 3 Aug 2021 • Jonathan Macoskey, Grant P. Strimel, Ariya Rastrow
We present Bifocal RNN-T, a new variant of the Recurrent Neural Network Transducer (RNN-T) architecture designed for improved inference time latency on speech recognition tasks.
no code implementations • 5 Jul 2022 • Yi Xie, Jonathan Macoskey, Martin Radfar, Feng-Ju Chang, Brian King, Ariya Rastrow, Athanasios Mouchtaris, Grant P. Strimel
We present a streaming, Transformer-based end-to-end automatic speech recognition (ASR) architecture which achieves efficient neural inference through compute cost amortization.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1