{"id":111053,"date":"2020-11-12T15:16:09","date_gmt":"2020-11-12T12:16:09","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/at-just-2-2mb-googles-new-speech-filtering-tech-is-perfect-for-mobile-apps\/"},"modified":"2020-11-12T15:16:09","modified_gmt":"2020-11-12T12:16:09","slug":"at-just-2-2mb-googles-new-speech-filtering-tech-is-perfect-for-mobile-apps","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/at-just-2-2mb-googles-new-speech-filtering-tech-is-perfect-for-mobile-apps\/","title":{"rendered":"#At just 2.2MB, Google\u2019s new speech filtering tech is perfect for mobile apps"},"content":{"rendered":"<p>&#8220;<strong>#At just 2.2MB, Google\u2019s new speech filtering tech is perfect for mobile <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>s<\/strong>&#8221;<br \/>\n<img decoding=\"async\" src=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2020\/11\/share-1-796x418.png\" \/><\/p>\n<div>\n                                Google has plenty of apps on your phone that use speech detection from Google Assistant to Google Translate and Pixel\u2019s nifty recorder app. However, one of the challenges these apps face is separating your voice from other people or background noise.<\/p>\n<p>To overcome these challenges, Google\u2019s AI team has built a new lightweight model called VoiceFilter-lite. In 2018, the team unveiled the first <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1810.04826\">VoiceFilter<\/a> model which used the company\u2019s voice match tech. It\u2019s used in Google Assistant to analyze your speech and sound when you enroll for a\u00a0service.<\/p>\n<p>A lot of times recognizing voices efficiently \u2014 technically, achieving better source-to-distortion ratio (SDR) \u2014 takes a model with a large size, prominent CPU power, and battery consumption.<\/p>\n<p>That\u2019s why the Google team came up with the VoiceFilter-lite model that\u2019s sized at just 2.2MB, making it suitable for tons of lightweight mobile applications.<\/p>\n<p>It uses the already enrolled voice of a user and improves the recognition even when there\u2019s overlapped speech. Google claims the model enhances recognition by 25% <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Word_error_rate\">word error rate (WER)<\/a> \u2014 a ratio used to measure how many words a model recognizes from reference sentence<br \/>\n<iframe loading=\"lazy\" title=\"Android demo for VoiceFilter-Lite and on-device ASR\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/kOqYEWLuAZQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><br \/>\nAn advantage of this model is that you don\u2019t need to include it in your speech recognition model. So, if a speaker\u2019s voice was not enrolled previously, your app can\u00a0<span>bypass VoiceFilter-Lite<\/span>\u00a0and carry on with recognition commands. This also helps if an enrolled user wants to issue some commands\u00a0to a digital assistant in incognito mode.<\/p>\n<p>For the next steps, the researchers\u00a0will try to apply this model for languages other than English. Plus, they want to improve direct speech recognition so the model can be used for more than recognizing voices from overlapping speeches.<\/p>\n<p>You can read more about VoiceFilter-Lite <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2009.04323\">here<\/a><\/p>\n<p class=\"c-post-pubDate\">\n                                    Published November 12, 2020 \u2014 12:16 UTC\n                                <\/p>\n<\/p><\/div>\n<p><script data-src=\"https:\/\/connect.facebook.net\/en_US\/sdk.js#xfbml=1&amp;appId=378011798897423&amp;version=v2.6\" id=\"socialSrcFacebook\" type=\"text\/template\"><\/script><\/p>\n<blockquote>\n<p style=\"text-align: center;\">For forums sites go to <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/forum.buradabiliyorum.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Forum.BuradaBiliyorum.Com<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener noreferrer\">Technology category.<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/thenextweb.com\/neural\/2020\/11\/12\/at-just-2-2mb-googles-new-speech-filtering-tech-is-perfect-for-mobile-apps\/\" target=\"_blank\" rel=\"noopener noreferrer\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;#At just 2.2MB, Google\u2019s new speech filtering tech is perfect for mobile apps&#8221; Google has plenty of apps on your phone that use speech detection from Google Assistant to Google Translate and Pixel\u2019s nifty recorder app. However, one of the challenges these apps face is separating your voice from other people or background noise. To&#8230;<\/p>\n","protected":false},"author":1,"featured_media":111054,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/img-cdn.tnwcdn.com\/image\/neural?filter_last=1&fit=1280,640&url=https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2020\/11\/share-1.png&signature=5361fa019abbd6be2c91e7488aa8bd3d","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-111053","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/111053","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=111053"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/111053\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/111054"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=111053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=111053"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=111053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}