Generalized cosine similarity in I-vector based automatic speaker recognition systems

S Drgas, A Dabrowski - 2013 Signal Processing: Algorithms …, 2013 - ieeexplore.ieee.org
This paper deals with the problem of processing of I-vectors in the text-independent speaker
verification systems. A new generalized cosine similarity optimization technique is proposed …

Non-speaker information reduction from cosine similarity scoring in i-vector based speaker verification

H Zeinali, A Mirian, H Sameti, B BabaAli - Computers & Electrical …, 2015 - Elsevier
Abstract Cosine similarity and Probabilistic Linear Discriminant Analysis (PLDA) in i-vector
space are two state-of-the-art scoring methods in speaker verification field. While PLDA …

I-vector based text-independent speaker identification

T Liu, K Kang, S Guan - Proceeding of the 11th World Congress …, 2014 - ieeexplore.ieee.org
Factor analysis is mainly by extracting the compact representations of speakers' utterances,
which are referred to as i-vectors. A low new space called total variability space, which is …

Scoring methods for normalized kernels for multi-level speaker verification

S Drgas, A Dabrowski - 2012 International Conference on …, 2012 - ieeexplore.ieee.org
In this article the text-independent speaker verification problem is considered. In the
presented system each conversation side is represented as a vector lying on the unit …

An improved i-vector extraction algorithm for speaker verification

W Li, T Fu, J Zhu - EURASIP Journal on Audio, Speech, and Music …, 2015 - Springer
Over recent years, i-vector-based framework has been proven to provide state-of-the-art
performance in speaker verification. Each utterance is projected onto a total factor space …

Design and impelmentation of a speaker verification system using i-vector and support vector machines

A Barghi, H Bayani - 2014 Second RSI/ISM International …, 2014 - ieeexplore.ieee.org
In the recent years, design of robust and effective speaker verification algorithms has
attracted significant research effort from academic and commercial institutions. Speaker …

Sparsity analysis and compensation for i-vector based speaker verification

W Li, TF Fu, J Zhu, N Chen - … 2015, Athens, Greece, September 20-24 …, 2015 - Springer
Over recent years, i-vector based framework has been proven to provide state-of-art
performance in speaker verification. Most of the researches focus on compensating the …

Speaker identification using fuzzy i-vector tree

J Gałka, P Jaciów - Journal of Intelligent & Fuzzy Systems, 2019 - content.iospress.com
In this paper, we propose a new method for concurrent accuracy and computational
efficiency optimization using a fuzzy clusters tree for i-vector speaker identification. The …

Simplification of I‐Vector Extraction for Speaker Identification

L Xu, Z Yang, L Sun - Chinese Journal of Electronics, 2016 - Wiley Online Library
The identity vector (i‐vector) approach has been the state‐of‐the‐art for text‐independent
speaker recognition, both identification and verification in recent years. An i‐vector is a low …

Comparison of vector normalization methods in multi-level speaker verification

S Drgas, A Dabrowski - 2012 International Conference on …, 2012 - ieeexplore.ieee.org
In this article a text-independent speaker verification problem is considered. After the feature
extraction, each conversation side has been represented as a vector in a fixed dimensional …