{"id":531,"date":"2024-10-27T05:53:55","date_gmt":"2024-10-27T05:53:55","guid":{"rendered":"https:\/\/loopprofitai.com\/trend\/?page_id=531"},"modified":"2026-02-08T16:38:54","modified_gmt":"2026-02-08T16:38:54","slug":"hearing-aids","status":"publish","type":"page","link":"https:\/\/cmilab.org\/aichip\/hearing-aids\/","title":{"rendered":"Hearing Aids"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"531\" class=\"elementor elementor-531\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4507358f e-flex e-con-boxed e-con e-parent\" data-id=\"4507358f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2933c802 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"2933c802\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hearing Aids<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10b20b0b elementor-icon-list--layout-inline elementor-align-start elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"10b20b0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Home<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-right-arrow\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Robots<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15ee90ad e-flex e-con-boxed e-con e-parent\" data-id=\"15ee90ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-43a973f7 e-flex e-con-boxed e-con e-child\" data-id=\"43a973f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6cc0d286 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"6cc0d286\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Next-Generation Multisensory Hearing Aids<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17943fb2 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"17943fb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section id=\"hearing-aid\" class=\"bg-gray-700\"><div class=\"container lg:px-0 px-5 mx-auto py-16\"><div class=\"pt-10 mx-auto lg:max-w-6xl sm:max-w-5xl\"><p class=\"text-gray-300 text-lg mb-8\">Here we demonstrate that context-sensitive two-point neurons enable extremely energy-efficient multisensory speech processing. In this audio-visual hearing-aid use case, the neurons use visual and environmental information to clean speech in a noisy environment. The simulation below shows that a 50-layer deep neural network uses 1,250-times fewer context-sensitive two-point neurons, at any time during training, than point neurons. This opens new cross-disciplinary avenues for future on-chip DNN training implementations and posits a radical shift in current neuromorphic computing paradigms.<\/p><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-537cd4e e-flex e-con-boxed e-con e-child\" data-id=\"537cd4e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be2ab6c elementor-widget elementor-widget-image\" data-id=\"be2ab6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"506\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-1024x648.png\" class=\"attachment-large size-large wp-image-533\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-1024x648.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-300x190.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-768x486.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-1536x971.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/figg-2048x1295.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d999f4d e-flex e-con-boxed e-con e-parent\" data-id=\"d999f4d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f5e2764 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"f5e2764\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b091e4 elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"5b091e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:600}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Play Noisy Speech<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ded86fb elementor-widget elementor-widget-video\" data-id=\"ded86fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media1.mp4\" loop=\"\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b41956 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"6b41956\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-alt-circle-down\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 137-111 248-248 248S8 393 8 256 119 8 256 8s248 111 248 248zM212 140v116h-70.9c-10.7 0-16.1 13-8.5 20.5l114.9 114.3c4.7 4.7 12.2 4.7 16.9 0l114.9-114.3c7.6-7.6 2.2-20.5-8.5-20.5H300V140c0-6.6-5.4-12-12-12h-64c-6.6 0-12 5.4-12 12z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8479a6c elementor-widget elementor-widget-video\" data-id=\"8479a6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media2.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-708e7b5 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"708e7b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section id=\"hearing-aid\" class=\"bg-gray-700\"><div class=\"container lg:px-0 px-5 mx-auto py-16\"><div class=\"pt-10 mx-auto lg:max-w-6xl sm:max-w-5xl\"><p class=\"text-gray-300 text-lg mb-8\">Listener<\/p><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f0d6ea e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"2f0d6ea\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84d9944 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"84d9944\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">Noisy STFTs<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61d218b elementor-widget elementor-widget-image\" data-id=\"61d218b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"546\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/noisy.gif\" class=\"attachment-large size-large wp-image-554\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a41575 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"2a41575\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">Lip-movements<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5034940 elementor-widget elementor-widget-image\" data-id=\"5034940\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media7.gif\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Media7\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTU4LCJ1cmwiOiJodHRwczpcL1wvY21pbGFiLm9yZ1wvYWljaGlwXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8xMFwvTWVkaWE3LmdpZiJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"592\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media7-1024x758.gif\" class=\"attachment-large size-large wp-image-558\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media7-1024x758.gif 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media7-300x222.gif 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media7-768x569.gif 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-378aadc e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"378aadc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-511a307 elementor-widget elementor-widget-image\" data-id=\"511a307\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"531\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-1024x680.png\" class=\"attachment-large size-large wp-image-568\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-1024x680.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-300x199.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-768x510.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-1536x1020.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MODEL-2048x1361.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc54ff1 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"bc54ff1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">10k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b66bf5 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"1b66bf5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd5898 elementor-widget elementor-widget-image\" data-id=\"dbd5898\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"544\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MasksSTFT.gif\" class=\"attachment-large size-large wp-image-569\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af9a5ec e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"af9a5ec\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-693f6a6 elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"693f6a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:600}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Play Enhanced Speech<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99b0f6b elementor-widget elementor-widget-video\" data-id=\"99b0f6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media3.mp4\" loop=\"\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0701d1e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"0701d1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-alt-circle-down\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 137-111 248-248 248S8 393 8 256 119 8 256 8s248 111 248 248zM212 140v116h-70.9c-10.7 0-16.1 13-8.5 20.5l114.9 114.3c4.7 4.7 12.2 4.7 16.9 0l114.9-114.3c7.6-7.6 2.2-20.5-8.5-20.5H300V140c0-6.6-5.4-12-12-12h-64c-6.6 0-12 5.4-12 12z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f49042 elementor-widget elementor-widget-video\" data-id=\"8f49042\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Media4.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd99dae elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"fd99dae\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section id=\"hearing-aid\" class=\"bg-gray-700\"><div class=\"container lg:px-0 px-5 mx-auto py-16\"><div class=\"pt-10 mx-auto lg:max-w-6xl sm:max-w-5xl\"><p class=\"text-gray-300 text-lg mb-8\">Listener<\/p><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa317a7 e-flex e-con-boxed e-con e-parent\" data-id=\"aa317a7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b7c3ff6 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"b7c3ff6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d43c elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"5f4d43c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">Xilinx RFSoC Kit<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c82181b elementor-widget elementor-widget-image\" data-id=\"c82181b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"fpgapic\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc4LCJ1cmwiOiJodHRwczpcL1wvY21pbGFiLm9yZ1wvYWljaGlwXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8xMFwvZnBnYXBpYy5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"574\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-1024x735.png\" class=\"attachment-large size-large wp-image-578\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-1024x735.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-300x215.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-768x551.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-1536x1102.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/fpgapic-2048x1469.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2221e83 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"2221e83\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e261b6e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"e261b6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-alt-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f919a41 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"f919a41\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d969711 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"d969711\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">Overall neural activity in the network<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a20e85f elementor-widget elementor-widget-image\" data-id=\"a20e85f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/neuralactivityCap.gif\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"neuralactivityCap\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTc5LCJ1cmwiOiJodHRwczpcL1wvY21pbGFiLm9yZ1wvYWljaGlwXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8xMFwvbmV1cmFsYWN0aXZpdHlDYXAuZ2lmIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"685\" height=\"362\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/neuralactivityCap.gif\" class=\"attachment-large size-large wp-image-579\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-07b9494 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"07b9494\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e63ca9f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"e63ca9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-alt-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78df101 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"78df101\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdfdba6 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"cdfdba6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">Neural activity during training<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53c01b9 elementor-widget elementor-widget-image\" data-id=\"53c01b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/energy1250.gif\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"energy1250\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTgwLCJ1cmwiOiJodHRwczpcL1wvY21pbGFiLm9yZ1wvYWljaGlwXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8xMFwvZW5lcmd5MTI1MC5naWYifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1846\" height=\"978\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/energy1250.gif\" class=\"attachment-full size-full wp-image-580\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Hearing Aids Home Robots Next-Generation Multisensory Hearing Aids Here we demonstrate that context-sensitive two-point neurons enable extremely energy-efficient multisensory speech processing. In this audio-visual hearing-aid use case, the neurons use visual and environmental information to clean speech in a noisy environment. The simulation below shows that a 50-layer deep neural network uses 1,250-times fewer context-sensitive [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-531","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/531","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/comments?post=531"}],"version-history":[{"count":9,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/531\/revisions"}],"predecessor-version":[{"id":2126,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/531\/revisions\/2126"}],"wp:attachment":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/media?parent=531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}