Empirical Evaluation of Deep Learning Model Compression Techniques on the WaveNet Vocoder

20 November 2020

Papers citing "Empirical Evaluation of Deep Learning Model Compression Techniques on the WaveNet Vocoder"

30 / 30 papers shown

Title
WG-WaveNet: Real-Time High-Fidelity Speech Synthesis without GPU Po-Chun Hsu Hung-yi Lee 25 16 0 15 May 2020
FeatherWave: An efficient high-fidelity neural vocoder with multi-band linear prediction Qiao Tian Zewang Zhang Heng Lu Linghui Chen Shan Liu 34 22 0 12 May 2020
Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation Hao Wu Patrick Judd Xiaojie Zhang Mikhail Isaev Paulius Micikevicius MQ 77 356 0 20 Apr 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 258 1,047 0 06 Mar 2020
FastWave: Accelerating Autoregressive Convolutional Neural Networks on FPGA Shehzeen Samarah Hussain Mojan Javaheripi Paarth Neekhara Ryan Kastner F. Koushanfar 38 21 0 09 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 401 42,299 0 03 Dec 2019
WaveFlow: A Compact Flow-based Model for Raw Audio Ming-Yu Liu Kainan Peng Kexin Zhao Z. Song 73 117 0 03 Dec 2019
MLPerf Inference Benchmark Vijayarāghava Reḍḍī C. Cheng David Kanter Pete H Mattson Guenther Schmuelling ... Bing Yu George Y. Yuan Aaron Zhong P. Zhang Yuchen Zhou 86 497 0 06 Nov 2019
Q8BERT: Quantized 8Bit BERT Ofir Zafrir Guy Boudoukh Peter Izsak Moshe Wasserblat MQ 66 505 0 14 Oct 2019
QPyTorch: A Low-Precision Arithmetic Simulation Framework Tianyi Zhang Zhiqiu Lin Guandao Yang Christopher De Sa MQ 50 66 0 09 Oct 2019
Streaming End-to-end Speech Recognition For Mobile Devices Yanzhang He Tara N. Sainath Rohit Prabhavalkar Ian McGraw R. Álvarez ... K. Sim Tom Bagby Shuo-yiin Chang Kanishka Rao A. Gruenstein 98 627 0 15 Nov 2018
FloWaveNet : A Generative Flow for Raw Audio Sungwon Kim Sang-gil Lee Jongyoon Song Jaehyeon Kim Sungroh Yoon 64 169 0 06 Nov 2018
Balanced Sparsity for Efficient DNN Inference on GPU Zhuliang Yao Shijie Cao Wencong Xiao Chen Zhang Lanshun Nie 53 92 0 01 Nov 2018
WaveGlow: A Flow-based Generative Network for Speech Synthesis R. Prenger Rafael Valle Bryan Catanzaro 151 1,031 0 31 Oct 2018
LPCNet: Improving Neural Speech Synthesis Through Linear Prediction J. Valin Jan Skoglund 62 451 0 28 Oct 2018
ClariNet: Parallel Wave Generation in End-to-End Text-to-Speech Ming-Yu Liu Kainan Peng Jitong Chen 53 346 0 19 Jul 2018
Efficient Neural Audio Synthesis Nal Kalchbrenner Erich Elsen Karen Simonyan Seb Noury Norman Casagrande Edward Lockhart Florian Stimberg Aaron van den Oord Sander Dieleman Koray Kavukcuoglu 87 867 0 23 Feb 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 60 391 0 13 Feb 2018
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions Jonathan Shen Ruoming Pang Ron J. Weiss M. Schuster Navdeep Jaitly ... Yuxuan Wang RJ Skerry-Ryan Rif A. Saurous Yannis Agiomyrgiannakis Yonghui Wu 77 2,694 0 16 Dec 2017
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 141 3,121 0 15 Dec 2017
Parallel WaveNet: Fast High-Fidelity Speech Synthesis Aaron van den Oord Yazhe Li Igor Babuschkin Karen Simonyan Oriol Vinyals ... Alex Graves Helen King T. Walters Dan Belov Demis Hassabis 203 858 0 28 Nov 2017
Block-Sparse Recurrent Neural Networks Sharan Narang Eric Undersander G. Diamos 44 136 0 08 Nov 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 149 1,795 0 10 Oct 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 187 1,275 0 05 Oct 2017
Computation Error Analysis of Block Floating Point Arithmetic Oriented Convolution Neural Network Accelerator Design Zhourui Song Zhenyu Liu Dongsheng Wang 50 42 0 22 Sep 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 196 2,521 0 19 Jul 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 887 6,787 0 26 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 375 7,389 0 12 Sep 2016
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 304 6,660 0 08 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 150,006 0 22 Dec 2014