Litcius/Paper detail

VAD, feature extraction and modelling techniques for speaker recognition: a review

Spoorti J. Jainar, Pritam Limbaji Sale, B. G. Nagaraja

2020International Journal of Signal and Imaging Systems Engineering19 citationsDOIOpen Access PDF

Abstract

This paper reviews an automatic speaker recognition technology, with an emphasis on state-of-the-art voice activity detection (VAD), feature extraction and speaker-modelling techniques that have emerged during the last few years. Researchers in the field of speaker recognition have made a few attempts to recognise the speaker in the language mismatch environment and limited data condition.To address robustness issues, we also elaborate language mismatch and limited data speaker recognition. Further, this paper identified some issues with the existing speaker recognition systems and also investigated areas of possible improvements in speaker recognition field. We conclude the paper with a discussion on the possible future directions.

Topics & Concepts

Speaker recognitionComputer scienceRobustness (evolution)Speech recognitionSpeaker diarisationFeature extractionField (mathematics)Feature (linguistics)Artificial intelligenceNatural language processingPattern recognition (psychology)LinguisticsGenePhilosophyChemistryMathematicsBiochemistryPure mathematicsSpeech Recognition and SynthesisSpeech and Audio Processing