TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids

TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids

20 May 2020

Marko Stamenovic

Matthew Mattina

ArXiv (abs)PDF HTML

Papers citing "TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids"

15 / 15 papers shown

Title
Towards Sub-millisecond Latency Real-Time Speech Enhancement Models on Hearables Artem Dementyev Chandan K. A. Reddy Scott Wisdom Navin Chatlani J. Hershey R. Lyon 80 0 0 26 Sep 2024
Real-time speech enhancement using equilibriated RNN Daiki Takeuchi Kohei Yatabe Yuma Koizumi Yasuhiro Oikawa Noboru Harada 39 36 0 14 Feb 2020
Incremental Binarization On Recurrent Neural Networks For Single-Channel Source Separation Sunwoo Kim Mrinmoy Maity Minje Kim MQ 49 14 0 23 Aug 2019
Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 45 35 0 01 Jul 2019
Increasing Compactness Of Deep Learning Based Speech Enhancement Models With Parameter Pruning And Quantization Techniques Jyun-Yi Wu Cheng Yu Szu-Wei Fu Chih-Ting Liu Shao-Yi Chien Yu Tsao 26 23 0 31 May 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov Ryan P. Adams Matthew Mattina P. Whatmough 84 168 0 28 May 2019
Exploring Tradeoffs in Models for Low-latency Speech Enhancement K. Wilson Michael Chinen J. Thorpe Brian Patton J. Hershey Rif A. Saurous Jan Skoglund R. Lyon 68 49 0 16 Nov 2018
SDR - half-baked or well done? F. Sánchez-Martínez M. Esplà-Gomis Hakan Erdogan J. Hershey 165 1,205 0 06 Nov 2018
A study on speech enhancement using exponent-only floating point quantized neural network (EOFP-QNN) Y. Hsu Yu-Chen Lin Szu-Wei Fu Yu Tsao Tei-Wei Kuo MQ 40 15 0 17 Aug 2018
CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs Liangzhen Lai Naveen Suda Vikas Chandra 77 381 0 19 Jan 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 164 3,143 0 15 Dec 2017
Learning Intrinsic Sparse Structures within Long Short-Term Memory W. Wen Yuxiong He Samyam Rajbhandari Minjia Zhang Wenhan Wang Fang Liu Bin Hu Yiran Chen H. Li MQ 116 142 0 15 Sep 2017
Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks Victor Campos Brendan Jou Xavier Giró-i-Nieto Jordi Torres Shih-Fu Chang 63 219 0 22 Aug 2017
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 187 2,341 0 12 Aug 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 132 2,461 0 04 Feb 2016

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.