{"id":10330,"date":"2025-01-23T10:02:04","date_gmt":"2025-01-23T08:02:04","guid":{"rendered":"https:\/\/aire-edih.eu\/?post_type=project&p=10330"},"modified":"2025-11-03T10:46:59","modified_gmt":"2025-11-03T08:46:59","slug":"2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines","status":"publish","type":"project","link":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/","title":{"rendered":"2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines"},"content":{"rendered":"

Recreating guitar tones from existing music is a time-consuming and technically <\/span>difficult task<\/span> for musicians. The goal of this project was to test and <\/span>validate<\/span> AI-based methods for automatically extracting guitar effects from songs and applying them to new performances. The system was divided into three functional blocks, each <\/span>validated<\/span> with different neural architectures. For source separation (Block 1), UVR and Moises.AI models gave promising results in isolating guitar tracks. For clean signal reconstruction (Block 2), a combination of Mel-Denoiser and HiFi-GAN showed potential but <\/span>remains<\/span> the key bottleneck. In Block 3, GCNTF was <\/span>validated<\/span> for modeling and reapplying effects to new guitar inputs. A web interface was adjusted for testing, and a command-line tool was developed for delay modeling. The project successfully <\/span>demonstrated<\/span> the feasibility of the core concept and <\/span>identified<\/span> key areas for improvement. This work lays the foundation for future development toward real-time, AI-driven guitar tools.<\/span><\/span>\u00a0<\/span><\/p>\n

Github<\/span><\/a><\/div>\n","protected":false},"excerpt":{"rendered":"

Recreating guitar tones from existing music is a time-consuming and technically difficult task for musicians. The goal of this project was to test and validate AI-based methods for automatically extracting […]<\/p>\n","protected":false},"featured_media":10649,"template":"","year_tax":[86],"company_tax":[196],"status_tax":[92],"university_tax":[90],"sector":[168],"project_cat":[65],"class_list":["post-10330","project","type-project","status-publish","has-post-thumbnail","hentry","year_tax-2024-en","company_tax-noise-machine-ou-en","status_tax-completed-projects","university_tax-taltech-en","sector-production-process","project_cat-completed-projects"],"acf":[],"yoast_head":"\nAIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines\" \/>\n<meta property=\"og:description\" content=\"Recreating guitar tones from existing music is a time-consuming and technically difficult task for musicians. The goal of this project was to test and validate AI-based methods for automatically extracting […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/\" \/>\n<meta property=\"og:site_name\" content=\"AIRE\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-03T08:46:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2025\/01\/noise.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/\",\"name\":\"AIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/noise.png\",\"datePublished\":\"2025-01-23T08:02:04+00:00\",\"dateModified\":\"2025-11-03T08:46:59+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/#primaryimage\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/noise.png\",\"contentUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/noise.png\",\"width\":1280,\"height\":720},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Projektid\",\"item\":\"https:\\\/\\\/aire-edih.eu\\\/projektid\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#website\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/\",\"name\":\"AIRE\",\"description\":\"AI & Robotics Estonia\",\"publisher\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aire-edih.eu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#organization\",\"name\":\"AIRE\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/AIRE_logo_black.png\",\"contentUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/AIRE_logo_black.png\",\"width\":1183,\"height\":671,\"caption\":\"AIRE\"},\"image\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/airoboticsestonia?locale=et_EE\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/77710187\\\/admin\\\/dashboard\\\/?msgControlName=view_message_button&msgConversationId=2-M2ViODQ3ZjEtZTdjYi00NjYyLWI5YjItNThlOWQxMzgxMGU4XzAxMw&msgOverlay=true\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/","og_locale":"en_US","og_type":"article","og_title":"AIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines","og_description":"Recreating guitar tones from existing music is a time-consuming and technically difficult task for musicians. The goal of this project was to test and validate AI-based methods for automatically extracting […]","og_url":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/","og_site_name":"AIRE","article_publisher":"https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE","article_modified_time":"2025-11-03T08:46:59+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2025\/01\/noise.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/","url":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/","name":"AIRE - 2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines","isPartOf":{"@id":"https:\/\/aire-edih.eu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/#primaryimage"},"image":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/#primaryimage"},"thumbnailUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2025\/01\/noise.png","datePublished":"2025-01-23T08:02:04+00:00","dateModified":"2025-11-03T08:46:59+00:00","breadcrumb":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/#primaryimage","url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2025\/01\/noise.png","contentUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2025\/01\/noise.png","width":1280,"height":720},{"@type":"BreadcrumbList","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-ai-algorithms-for-the-automatic-extraction-and-application-of-guitar-effects-to-enable-new-product-lines\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/aire-edih.eu\/en\/home\/"},{"@type":"ListItem","position":2,"name":"Projektid","item":"https:\/\/aire-edih.eu\/projektid\/"},{"@type":"ListItem","position":3,"name":"2024: Testing AI algorithms for the automatic extraction and application of guitar effects to enable new product lines"}]},{"@type":"WebSite","@id":"https:\/\/aire-edih.eu\/#website","url":"https:\/\/aire-edih.eu\/","name":"AIRE","description":"AI & Robotics Estonia","publisher":{"@id":"https:\/\/aire-edih.eu\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aire-edih.eu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/aire-edih.eu\/#organization","name":"AIRE","url":"https:\/\/aire-edih.eu\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aire-edih.eu\/#\/schema\/logo\/image\/","url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/12\/AIRE_logo_black.png","contentUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/12\/AIRE_logo_black.png","width":1183,"height":671,"caption":"AIRE"},"image":{"@id":"https:\/\/aire-edih.eu\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE","https:\/\/www.linkedin.com\/company\/77710187\/admin\/dashboard\/?msgControlName=view_message_button&msgConversationId=2-M2ViODQ3ZjEtZTdjYi00NjYyLWI5YjItNThlOWQxMzgxMGU4XzAxMw&msgOverlay=true"]}]}},"_links":{"self":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/10330","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project"}],"about":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/types\/project"}],"version-history":[{"count":6,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/10330\/revisions"}],"predecessor-version":[{"id":12328,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/10330\/revisions\/12328"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/media\/10649"}],"wp:attachment":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/media?parent=10330"}],"wp:term":[{"taxonomy":"year_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/year_tax?post=10330"},{"taxonomy":"company_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/company_tax?post=10330"},{"taxonomy":"status_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/status_tax?post=10330"},{"taxonomy":"university_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/university_tax?post=10330"},{"taxonomy":"sector","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/sector?post=10330"},{"taxonomy":"project_cat","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project_cat?post=10330"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}