VLSI design for SVM-based speaker verification system

JC Wang, LX Lian, YY Lin… - IEEE transactions on very …, 2014 - ieeexplore.ieee.org
… the chip implementation of a support vector machine (SVM)-based speaker verification system.
… The experimental results reveal that using more support vectors may slightly improve the …

SVM‐Based Speaker Verification System for Match‐on‐Card and Its Hardware Implementation

WY Choi, D Ahn, SB Pan, KI Chung, Y Chung… - ETRI …, 2006 - Wiley Online Library
… In this paper, we propose a speaker verification algorithm using a support vector machine
(SVM… A support vector machine (SVM), pioneered by Vapnik [13], is an example of a universal …

Real-time speaker verification system implemented on reconfigurable hardware

R Ramos-Lara, M López-García… - Journal of Signal …, 2013 - Springer
… Furthermore, Support Vector Machine (SVM) is one of the most interesting matching …
implementation of a whole MFCC-SVM speaker verification system based on dedicated hardware. …

SVM speaker verification system based on a low-cost FPGA

R Ramos-Lara, M López-García… - … Conference on Field …, 2009 - ieeexplore.ieee.org
… Besides, these devices allow the design of complex digital systems with outstanding … This
paper presents the implementation of a SVM (Support Vector Machines) speaker verification

The Hardware Implementation of Speaker Verification System Using Support Vector Machine

BH Hwang, WY Choi, DS Moon, SB Pan… - Proceedings of the …, 2003 - koreascience.kr
… 91 553 z 9l (speaker verification)] … SRAM의 0501h ~ 0520h에 저장되어 있던 Lagrange
Multiplier의 값을 읽어와 32번째 bit가 0인 data에 대응하는 Samplevector를 Support Vector라 둔다. …

FPGA implementation of support vector machine based isolated digit recognition system

J Manikandan, B Venkataramani… - … on VLSI Design, 2009 - ieeexplore.ieee.org
recognition accuracy and the hardware resources utilized. Both the schemes proposed result
in 100% recognition … used for speaker verification and speaker authentication applications. …

Hardware-based support vector machine for phoneme classification

M Cutajar, E Gatt, I Grech, O Casha, J Micallef - Eurocon 2013, 2013 - ieeexplore.ieee.org
… presents the design of a digital hardware implementation based on Support Vector Machines
(SVMs), … In this research, a digital hardware implementation for a multi-speaker phoneme …

GMM-Based Speaker Verification System with Hardware MFCC in SoC Design

TH Tsai, CL Wang - Multimedia Tools and Applications, 2024 - Springer
speakers for verification. In this paper, we propose a text-dependent speaker verification
system and its hardware implementationimplementation of MFCC and support vector machine (…

Hardware architectures for embedded speaker recognition applications: a survey

H Bouraoui, C Jerad, A Chattopadhyay… - ACM Transactions on …, 2017 - dl.acm.org
… It has a time complexity O(KN), where K is the input vector dimension and N is the codebook
size. We find also the Support Vector Machine (SVM) algorithm [Campbell et al. 2006], …

Speech recognition: increasing efficiency of support vector machines

A Khan, M Farhan, A Ali - arXiv preprint arXiv:1204.4257, 2012 - arxiv.org
… a biometric identity system using Support Vector Machines(SVMs) and Lindear Discriminant
Analysis(LDA) with MFCCs and implementing such system in real-time using SignalWAVE. …