{"id":711,"date":"2023-01-09T02:53:38","date_gmt":"2023-01-09T02:53:38","guid":{"rendered":"https:\/\/cpii-web-test01.azurewebsites.net\/?page_id=711"},"modified":"2023-05-11T10:21:46","modified_gmt":"2023-05-11T02:21:46","slug":"rp3-1","status":"publish","type":"page","link":"https:\/\/cpii.hk\/zh\/rp3-1\/","title":{"rendered":"RP3-1"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"711\" class=\"elementor elementor-711\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ac42982 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"ac42982\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:7.8,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5d3f0b8\" data-id=\"5d3f0b8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-22eeefa elementor-nav-menu__align-center elementor-hidden-tablet elementor-hidden-mobile elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"22eeefa\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-caret-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-22eeefa\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1813\"><a href=\"https:\/\/cpii.hk\" class=\"elementor-item\">Home<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1308\"><a href=\"https:\/\/cpii.hk\/zh\/about\/\" class=\"elementor-item\">About<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1832\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/\" class=\"elementor-item\">R&#038;D Areas<span class=\"sub-arrow\"><i class=\"fas fa-caret-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1833\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-1\/\" class=\"elementor-sub-item\">Program 1 \u2013 Visual Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1834\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-2\/\" class=\"elementor-sub-item\">Program 2 \u2013 Speech &#038; Language Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1835\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-3\/\" class=\"elementor-sub-item\">Program 3 \u2013 Vision- and Language-based Healthcare AI<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1836\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-4\/\" class=\"elementor-sub-item\">Program 4 \u2013 Vision-based Urban Services<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1837\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-5\/\" class=\"elementor-sub-item\">Program 5 \u2013 AI-Enabled Design &#038; Automations<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7750\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/\" class=\"elementor-item\">Inventions<span class=\"sub-arrow\"><i class=\"fas fa-caret-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9949\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/ai-enhanced-weaving-based-freeform-sensing-interfaces\/\" class=\"elementor-sub-item\">AI-Based Personalized Design and Fabrication<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7756\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/cpii-meeting-assistant-speech-to-summary\/\" class=\"elementor-sub-item\">CPII Meeting Assistant Speech to Summary<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9107\"><a href=\"https:\/\/cpii.hk\/zh\/cpii-chatdoc-master\/\" class=\"elementor-sub-item\">CPII ChatDoc Master<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-8141\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/dysarthric-speech-reconstruction\/\" class=\"elementor-sub-item\">Dysarthric Speech Reconstruction<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7753\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/edge-ai-technologies-for-infrastructure-assisted-autonomous-driving\/\" class=\"elementor-sub-item\">Edge AI Technologies For Infrastructure-Assisted Autonomous Driving<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7754\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/femtosecond-projection-nanoprinter\/\" class=\"elementor-sub-item\">Femtosecond Projection Nanoprinter<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9950\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/flashlight-ai-search-on-video\/\" class=\"elementor-sub-item\">FlashLight: AI Search on Video<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-8142\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/information-seeking-conversational-system\/\" class=\"elementor-sub-item\">Information-seeking Conversational System<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9947\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/motion-i2v-consistent-and-controllable-image-to-video-generation-with-explicit-motion-modeling\/\" class=\"elementor-sub-item\">Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit\u00a0Motion\u00a0Modeling<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7752\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/smart-augmentative-and-alternative-communication\/\" class=\"elementor-sub-item\">Smart Augmentative and Alternative Communication<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9948\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/the-first-controllable-cantonese-text-to-personalized-speech-generation-technology\/\" class=\"elementor-sub-item\">The First Controllable Cantonese Text-to-Personalized Speech Generation Technology<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1596\"><a href=\"https:\/\/cpii.hk\/zh\/news\/\" class=\"elementor-item\">News<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1824\"><a href=\"https:\/\/cpii.hk\/zh\/publications\/\" class=\"elementor-item\">Publications<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4562\"><a href=\"https:\/\/cpii.hk\/zh\/join-us-2\/\" class=\"elementor-item\">Join Us<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1330\"><a href=\"https:\/\/cpii.hk\/zh\/contact-us\/\" class=\"elementor-item\">Contact Us<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close eicon-close\"><\/i>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-22eeefa\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1813\"><a href=\"https:\/\/cpii.hk\" class=\"elementor-item\" tabindex=\"-1\">Home<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1308\"><a href=\"https:\/\/cpii.hk\/zh\/about\/\" class=\"elementor-item\" tabindex=\"-1\">About<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1832\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/\" class=\"elementor-item\" tabindex=\"-1\">R&#038;D Areas<span class=\"sub-arrow\"><i class=\"fas fa-caret-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1833\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-1\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program 1 \u2013 Visual Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1834\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-2\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program 2 \u2013 Speech &#038; Language Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1835\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-3\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program 3 \u2013 Vision- and Language-based Healthcare AI<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1836\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-4\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program 4 \u2013 Vision-based Urban Services<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1837\"><a href=\"https:\/\/cpii.hk\/zh\/rd-areas\/program-5\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program 5 \u2013 AI-Enabled Design &#038; Automations<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7750\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/\" class=\"elementor-item\" tabindex=\"-1\">Inventions<span class=\"sub-arrow\"><i class=\"fas fa-caret-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9949\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/ai-enhanced-weaving-based-freeform-sensing-interfaces\/\" class=\"elementor-sub-item\" tabindex=\"-1\">AI-Based Personalized Design and Fabrication<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7756\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/cpii-meeting-assistant-speech-to-summary\/\" class=\"elementor-sub-item\" tabindex=\"-1\">CPII Meeting Assistant Speech to Summary<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9107\"><a href=\"https:\/\/cpii.hk\/zh\/cpii-chatdoc-master\/\" class=\"elementor-sub-item\" tabindex=\"-1\">CPII ChatDoc Master<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-8141\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/dysarthric-speech-reconstruction\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Dysarthric Speech Reconstruction<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7753\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/edge-ai-technologies-for-infrastructure-assisted-autonomous-driving\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Edge AI Technologies For Infrastructure-Assisted Autonomous Driving<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7754\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/femtosecond-projection-nanoprinter\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Femtosecond Projection Nanoprinter<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9950\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/flashlight-ai-search-on-video\/\" class=\"elementor-sub-item\" tabindex=\"-1\">FlashLight: AI Search on Video<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-8142\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/information-seeking-conversational-system\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Information-seeking Conversational System<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9947\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/motion-i2v-consistent-and-controllable-image-to-video-generation-with-explicit-motion-modeling\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit\u00a0Motion\u00a0Modeling<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7752\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/smart-augmentative-and-alternative-communication\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Smart Augmentative and Alternative Communication<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9948\"><a href=\"https:\/\/cpii.hk\/zh\/inventions\/the-first-controllable-cantonese-text-to-personalized-speech-generation-technology\/\" class=\"elementor-sub-item\" tabindex=\"-1\">The First Controllable Cantonese Text-to-Personalized Speech Generation Technology<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1596\"><a href=\"https:\/\/cpii.hk\/zh\/news\/\" class=\"elementor-item\" tabindex=\"-1\">News<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1824\"><a href=\"https:\/\/cpii.hk\/zh\/publications\/\" class=\"elementor-item\" tabindex=\"-1\">Publications<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4562\"><a href=\"https:\/\/cpii.hk\/zh\/join-us-2\/\" class=\"elementor-item\" tabindex=\"-1\">Join Us<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1330\"><a href=\"https:\/\/cpii.hk\/zh\/contact-us\/\" class=\"elementor-item\" tabindex=\"-1\">Contact Us<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\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-82c255f elementor-widget elementor-widget-spacer\" data-id=\"82c255f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-f82970b elementor-widget elementor-widget-spacer\" data-id=\"f82970b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-3159229 elementor-widget elementor-widget-heading\" data-id=\"3159229\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">PROGRAM 3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb5f964 elementor-widget elementor-widget-heading\" data-id=\"eb5f964\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">Vision- and Language- based Healthcare Ai<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bde0bc elementor-widget elementor-widget-spacer\" data-id=\"3bde0bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-cb1d343 elementor-widget elementor-widget-spacer\" data-id=\"cb1d343\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-74623d68 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"74623d68\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-79c49777 elementor-hidden-tablet elementor-hidden-mobile elementor-invisible\" data-id=\"79c49777\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;slideInLeft&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8e2dea5 elementor-widget elementor-widget-heading\" data-id=\"8e2dea5\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">RP3-1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ba4a899 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"ba4a899\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6ea1dc5\" data-id=\"6ea1dc5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ad9d90b elementor-widget elementor-widget-heading\" data-id=\"6ad9d90b\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">Building healthcare ai with multi-source medical image and language data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4051bde\" data-id=\"4051bde\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-54c8613 elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"54c8613\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;1&quot;,&quot;navigation&quot;:&quot;both&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;effect&quot;:&quot;slide&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Image Carousel\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 of 4\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"Weakly Supervised Pathology Image Classification\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzEzLCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL2RkZC0xNy5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/ddd-17.png?ssl=1\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image lazyload\" data-src=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/ddd-17.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Weakly Supervised Pathology Image Classification\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Weakly Supervised Pathology Image Classification<\/figcaption><\/figure><\/a><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 of 4\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"Hybrid Transformer Architecture for Medical Image Segmentation\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzE0LCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL2RkZC0xOC5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/ddd-18.png?ssl=1\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image lazyload\" data-src=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/ddd-18.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Hybrid Transformer Architecture for Medical Image Segmentation\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Hybrid Transformer Architecture for Medical Image Segmentation<\/figcaption><\/figure><\/a><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 of 4\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"Language AI Task: Structurize Synonyms and Non-standard Terms from Free-text Medical Repor\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzE1LCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL3Nzcy0xNC5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/sss-14.png?ssl=1\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image lazyload\" data-src=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/sss-14.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Language AI Task: Structurize Synonyms and Non-standard Terms from Free-text Medical Repor\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Language AI Task: Structurize Synonyms and Non-standard Terms from Free-text Medical Repor<\/figcaption><\/figure><\/a><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 of 4\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"sss-15\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzE2LCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL3Nzcy0xNS5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/sss-15.png?ssl=1\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image lazyload\" data-src=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/sss-15.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Unsupervised Method for Motion Tracking on Cardiac Tagging\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Unsupervised Method for Motion Tracking on Cardiac Tagging<\/figcaption><\/figure><\/a><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-left\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-right\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-afd41bb elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"afd41bb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-324c89f\" data-id=\"324c89f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69e6f6f5 elementor-widget elementor-widget-text-editor\" data-id=\"69e6f6f5\" data-element_type=\"widget\" data-e-type=\"widget\" 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<p>Modern AI technologies have great potential of substantially transforming healthcare systems, increasing diagnosis efficiency and reducing treatment cost. Core clinical questions &#8212; diagnosis, treatment personalization and understanding disease progression &#8212; are all in their nature prediction problems. Therefore, powerful machine learning methods that can leverage large quantities of patient data have potential to be more accurate than human physicians and reduce outcome uncertainty that plagues most of today\u2019s medical interventions. Recent advances have shown that on a number of settings, AI models trained on large-scale annotated datasets of medical images and records can achieve higher diagnosis accuracies than novice doctors.<\/p><p>However, there remain significant challenges before we can extend such technologies to general practice, e.g. medical images and records from different sources vary substantially and most of them do not come with sufficient annotations.<\/p><p>This programme aims to overcome such difficulties by developing new healthcare AI techniques that can take full advantage of both large-scale and small-scale medical images and records (in natural language) from various sources. The proposed work focuses on algorithms for processing text and images, two modalities that cover most of the available patient data. Natural Language Processing algorithms will be used to process at scale patient electronic medical records (EHRs) to extract pertinent patient features and outcomes. Using these automatically extracted meta-data, we will utilize computer vision algorithms to analyse medical images for predicting early diagnosis, personalizing treatment and assessing care efficiency. In particular, this plan comprises the following aspects: \u200b<\/p><ul><li>Develop new medical imaging model with better transferability and interpretability, for analyzing sequential medical data for disease screening and diagnosis assistance;<\/li><\/ul><p>\u00a0<\/p><ul><li>Develop new methods for training medical AI models from rationale-augmented annotations and interaction with human;<\/li><\/ul><p>\u00a0<\/p><ul><li>Develop new methods that allow effective learning from medical images and records obtained from diverse sources, e.g. different hospitals, doctors, and medical instruments.<\/li><\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8124932 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"8124932\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bd65fe3\" data-id=\"bd65fe3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-88194f3 elementor-widget elementor-widget-spacer\" data-id=\"88194f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-21d7e2d elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"21d7e2d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d48a830\" data-id=\"d48a830\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-921a14a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"921a14a\" data-element_type=\"widget\" data-e-type=\"widget\" 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-md\" href=\"https:\/\/cpii.hk\/rd-areas\/\">\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\">Back to R&amp;D Areas<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f27c1f6\" data-id=\"f27c1f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1eda034 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1eda034\" data-element_type=\"widget\" data-e-type=\"widget\" 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-md\" href=\"https:\/\/cpii.hk\/rd-areas\/program-3\/\">\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\">Back to Program 3<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>PROGRAM 3 Vision- and Language- based Healthcare Ai RP3-1 Building healthcare ai with multi-source medical image and language data Weakly Supervised Pathology Image Classification Hybrid Transformer Architecture for Medical Image Segmentation Language AI Task: Structurize Synonyms and Non-standard Terms from Free-text Medical Repor Unsupervised Method for Motion Tracking on Cardiac Tagging Previous Next Modern AI technologies have great potential of substantially transforming healthcare systems, increasing diagnosis efficiency and reducing treatment cost. Core clinical questions &#8212; diagnosis, treatment personalization and understanding disease progression &#8212; are all in their nature prediction problems. Therefore, powerful machine learning methods that can leverage large quantities of patient data have potential to be more accurate than human physicians and reduce outcome uncertainty that plagues most of today\u2019s medical interventions. Recent advances have shown that on a number of settings, AI models trained on large-scale annotated datasets of medical images and records can achieve higher diagnosis accuracies than novice doctors. However, there remain significant challenges before we can extend such technologies to general practice, e.g. medical images and records from different sources vary substantially and most of them do not come with sufficient annotations. This programme aims to overcome such difficulties by developing new healthcare AI techniques that can take full advantage of both large-scale and small-scale medical images and records (in natural language) from various sources. The proposed work focuses on algorithms for processing text and images, two modalities that cover most of the available patient data. Natural Language Processing algorithms will be used to process at scale patient electronic medical records (EHRs) to extract pertinent patient features and outcomes. Using these automatically extracted meta-data, we will utilize computer vision algorithms to analyse medical images for predicting early diagnosis, personalizing treatment and assessing care efficiency. In particular, this plan comprises the following aspects: \u200b Develop new medical imaging model with better transferability and interpretability, for analyzing sequential medical data for disease screening and diagnosis assistance; \u00a0 Develop new methods for training medical AI models from rationale-augmented annotations and interaction with human; \u00a0 Develop new methods that allow effective learning from medical images and records obtained from diverse sources, e.g. different hospitals, doctors, and medical instruments. Back to R&amp;D Areas Back to Program 3<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_acf_changed":false,"_eb_attr":"","_wpcom_ai_launchpad_about_page":false,"_wpcom_ai_launchpad_gallery_page":false,"_wpcom_ai_launchpad_contact_page":false,"_wpcom_ai_launchpad_events_page":false,"_wpcom_ai_launchpad_video_page":false,"_wpcom_ai_launchpad_portfolio_piece":false,"footnotes":""},"class_list":["post-711","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Home About R&amp;D Areas Program 1 \u2013 Visual Intelligence Program 2 \u2013 Speech &amp; Language Intelligence Program 3 \u2013 Vision- and Language-based Healthcare AI Program 4 \u2013 Vision-based Urban Services Program 5 \u2013 AI-Enabled Design &amp; Automations Inventions AI-Based Personalized Design and Fabrication CPII Meeting Assistant Speech to Summary CPII ChatDoc Master Dysarthric Speech Reconstruction\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"google-site-verification\" content=\"0GGxLlc4HoSUTr1Ay4ecS6UVKsGT_MmF7c__qzrKuc0\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/cpii.hk\/zh\/rp3-1\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.1.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"zh_CN\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Centre for Perceptual and Interactive Intelligence (CPII) \u2013 Since its inception, the Centre for Perceptual and Interactive Intelligence&#039;s (CPII) mission has been to make use of Hong Kong&#039;s international research networks for AI talent development and exchange, nurture AI start-ups and bring academic outcomes to meet industrial demands. 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