Optimization of DNN-based speaker verification model through efficient quantization technique

12 July 2024

Papers citing "Optimization of DNN-based speaker verification model through efficient quantization technique"

11 / 11 papers shown

Title
A White Paper on Neural Network Quantization Markus Nagel Marios Fournarakis Rana Ali Amjad Yelysei Bondarenko M. V. Baalen Tijmen Blankevoort MQ 92 546 0 15 Jun 2021
ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification Brecht Desplanques Jenthe Thienpondt Kris Demuynck 76 1,345 0 14 May 2020
Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation Hao Wu Patrick Judd Xiaojie Zhang Mikhail Isaev Paulius Micikevicius MQ 95 362 0 20 Apr 2020
In defence of metric learning for speaker recognition Joon Son Chung Jaesung Huh Seongkyu Mun Minjae Lee Hee-Soo Heo Soyeon Choe Chiheon Ham Sung-Ye Jung Bong-Jin Lee Icksang Han 70 437 0 26 Mar 2020
Efficient 8-Bit Quantization of Transformer Neural Machine Language Translation Model Aishwarya Bhandare Vamsi Sripathi Deepthi Karkada Vivek V. Menon Sun Choi Kushal Datta V. Saletore MQ 74 132 0 03 Jun 2019
Learned Step Size Quantization S. K. Esser J. McKinstry Deepika Bablani R. Appuswamy D. Modha MQ 75 810 0 21 Feb 2019
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 141 1,021 0 21 Jun 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
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,892 0 17 Apr 2017
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 263 8,862 0 01 Oct 2015
Compressing Neural Networks with the Hashing Trick Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 168 1,191 0 19 Apr 2015