{"id":12982,"date":"2022-06-14T19:50:09","date_gmt":"2022-06-14T11:50:09","guid":{"rendered":"https:\/\/old-cde.nus.edu.sg\/ece\/?p=12982"},"modified":"2023-03-08T14:21:33","modified_gmt":"2023-03-08T06:21:33","slug":"completed-project-4","status":"publish","type":"post","link":"https:\/\/cde.nus.edu.sg\/ece\/completed-project-4\/","title":{"rendered":"Completed Project 4"},"content":{"rendered":"\n\n\t<h2>Text-dependent Speaker Verification and Identification (1 April 2018 &#8211; 31 March 2019)<\/h2>\n<p>Speaker verification aims to authenticate a person based on the voice example. Broadly it can be categorized as two categories, text-dependent and text-independent. From the view of application based systems text-dependent speaker verification is preferred due to involvement of short pass phrases during training and testing. This project aims to develop novel and effective methods for text-dependent speaker verification and identification to use in real-world applications.<\/p>\n<p>Some of our explorations for text-dependent speaker verification include utterance compensation framework and unified framework for speaker and utterance verification. In the utterance compensation framework, a background utterance model is trained that is used to compensate the lexical content information as we are interested towards the speaker-specific information. Utterance verification is another that co-exists with text-dependent speaker verification. The general way of utterance verification is to have a separate framework from the speaker verification system. We propose a unified framework that can perform both speaker and utterance verification together. It is referred to as unified framework as speaker-utterance-verification. Further, we also aim to explore near-field vs. far-field and wake up word based speaker verification under the scope of this project.<\/p>\n<p>Project Duration: 1 April 2018 &#8211; 31 March 2019<\/p>\n<p>PUBLICATIONS<\/p>\n<p>Conference Articles<\/p>\n<ul>\n<li>Tianchi Liu, Rohan Kumar Das, Maulik Madhavi, Shengmei Shen and Haizhou Li, &#8220;Speaker-Utterance Dual Attention for Speaker and Utterance Verification&#8221;, in Proc. INTERSPEECH, Shanghai, China, October 2020.<\/li>\n<li>Tianchi Liu, Maulik Madhavi, Rohan Kumar Das and Haizhou Li &#8220;A Unified Framework for Speaker and Utterance Verification&#8221; in Proc. Interspeech 2019, Graz, Austria, September 2019. [<a href=\"https:\/\/www.researchgate.net\/publication\/335829713_A_Unified_Framework_for_Speaker_and_Utterance_Verification\">link<\/a>]<\/li>\n<li>Wei Rao, Chenglin Xu, Eng Siong Chng and Haizhou Li, &#8220;Target Speaker Extraction for Multi-Talker Speaker Verification&#8221;, in Proc. Interspeech, Graz, Austria, September 2019. [<a href=\"https:\/\/www.researchgate.net\/publication\/330955301_Target_Speaker_Extraction_for_Overlapped_Multi-Talker_Speaker_Verification\">link<\/a>]<\/li>\n<li>Rohan Kumar Das, Maulik Madhavi and Haizhou Li &#8220;Compensating Utterance Information in Fixed Phrase Speaker Verification&#8221; in Proc. Asia-Pacific Signal and Information Processing Association (APSIPA) Annual Summit and Conference (ASC) 2018, Honolulu, Hawaii, USA, November 2018. [<a href=\"https:\/\/www.researchgate.net\/publication\/331682427_Compensating_Utterance_Information_in_Fixed_Phrase_Speaker_Verification\">link<\/a>]<\/li>\n<\/ul>\n\n","protected":false},"excerpt":{"rendered":"<p>Text-dependent Speaker Verification and Identification (1 April 2018 &#8211; 31 March 2019) Speaker verification aims to authenticate a person based on the voice example. Broadly it can be categorized as two categories, text-dependent and text-independent. From the view of application based systems text-dependent speaker verification is preferred due to involvement of short pass phrases during [&hellip;]<\/p>\n","protected":false},"author":82,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12982","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/users\/82"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/comments?post=12982"}],"version-history":[{"count":2,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12982\/revisions"}],"predecessor-version":[{"id":17120,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12982\/revisions\/17120"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/media?parent=12982"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/categories?post=12982"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/tags?post=12982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}