{"id":670,"date":"2023-01-09T02:03:20","date_gmt":"2023-01-09T02:03:20","guid":{"rendered":"https:\/\/cpii-web-test01.azurewebsites.net\/?page_id=670"},"modified":"2025-01-20T17:01:10","modified_gmt":"2025-01-20T09:01:10","slug":"rp1-5","status":"publish","type":"page","link":"https:\/\/cpii.hk\/zh\/rp1-5\/","title":{"rendered":"RP1-5"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"670\" class=\"elementor elementor-670\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5351d37 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=\"5351d37\" 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-abc85d5\" data-id=\"abc85d5\" 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-e7c6ea3 elementor-hidden-tablet elementor-hidden-mobile ecs-nav-layout-horizontal e--pointer-underline e--animation-fade elementor-nav-menu--dropdown-tablet elementor-nav-menu--toggle elementor-nav-menu--burger ecs-toggle-align-center elementor-widget elementor-widget-nav-menu\" data-id=\"e7c6ea3\" 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-e7c6ea3\" 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<\/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<\/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-e7c6ea3\" 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<\/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<\/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-8ab8298 elementor-widget elementor-widget-spacer\" data-id=\"8ab8298\" 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-f13c9b3 elementor-widget elementor-widget-spacer\" data-id=\"f13c9b3\" 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-751c581 elementor-widget elementor-widget-heading\" data-id=\"751c581\" 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 1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27dd394 elementor-widget elementor-widget-heading\" data-id=\"27dd394\" 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\">Visual Intelligence<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-308f8cc elementor-widget elementor-widget-spacer\" data-id=\"308f8cc\" 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-4771baa elementor-widget elementor-widget-spacer\" data-id=\"4771baa\" 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\">RP1-5<\/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-46ff726 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=\"46ff726\" 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-9236f9f\" data-id=\"9236f9f\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Universal Representations for exchanging and integrating visual knowledges<\/h1>\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-57ff8a5\" data-id=\"57ff8a5\" 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 2\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"Methods_2\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Njc1LCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL01ldGhvZHNfMi5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/Methods_2.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\/Methods_2.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Methods_2\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Methods_2<\/figcaption><\/figure><\/a><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 of 2\"><a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"54c8613\" data-elementor-lightbox-title=\"Methods_1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Njc2LCJ1cmwiOiJodHRwczpcL1wvY3BpaS5oa1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDFcL01ldGhvZHNfMS5wbmciLCJzbGlkZXNob3ciOiI1NGM4NjEzIn0%3D\" href=\"https:\/\/i0.wp.com\/cpii.hk\/wp-content\/uploads\/2023\/01\/Methods_1.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\/Methods_1.png?fit=9243%2C5777&amp;ssl=1\" alt=\"Methods_1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"elementor-image-carousel-caption\">Methods_1<\/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-fb6b7ba 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=\"fb6b7ba\" 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-cd89ff3\" data-id=\"cd89ff3\" 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>The recent developments in deep learning, while having great impacts in various application domains. There are some clear advantages of model-agnostic approaches: domain knowledge is no longer necessary for data processing, yet good performance can often be achieved due to a holistic view of the data. However, there are plenty of side information and domain knowledge can hardly be utilized in the current DNN solutions. The relatively low efficiency of using data makes the sample complexity and computation complexity quickly grow to and beyond the capacity of supercomputers.<\/p><p>We envision that the next generation of data processing infrastructure, which fundamentally solves these problems, by focusing on processing knowledge instead of the raw data. Knowledge represented in a compact form should typically have orders of magnitude lower dimensionality than the raw data, and thus can be stored, exchanged, and managed efficiently.<\/p><p>We believe that understanding, exchanging, and integrating such knowledge is the key step towards building scalable, multi-purpose, and secure data infrastructure of the next generation. We aim at developing theories and algorithms for 1) modeling a unified knowledge representation, which allows knowledge learned from one data source to be used for other inference tasks and facilitates knowledge exchange between multiple tasks, 2) allows interpretations to the knowledge learned from data, 3) can perform multi-domain learning by jointly processing multiple data sources, 4) can incorporate domain knowledge, and 4) tolerates noise and quantization errors in the storage and communications and thus allows scalable system implementations.<\/p><p>Towards learning the unified knowledge representation, we conduct research activities in the directions for learning knowledge for understanding 3D point cloud data, 3D object pose from 2D images, understanding action localization from videos, and modeling noise-free signals from noisy raw signals.<\/p>\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-811b065 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=\"811b065\" 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-06d939f\" data-id=\"06d939f\" 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-6521d9c elementor-align-center elementor-widget elementor-widget-button\" data-id=\"6521d9c\" 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-67fa1a0\" data-id=\"67fa1a0\" 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-ecee81d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ecee81d\" 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-1\/\">\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 1<\/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 1 Visual Intelligence RP1-5 Universal Representations for exchanging and integrating visual knowledges Methods_2 Methods_1 The recent developments in deep learning, while having great impacts in various application domains. There are some clear advantages of model-agnostic approaches: domain knowledge is no longer necessary for data processing, yet good performance can often be achieved due to a holistic view of the data. However, there are plenty of side information and domain knowledge can hardly be utilized in the current DNN solutions. The relatively low efficiency of using data makes the sample complexity and computation complexity quickly grow to and beyond the capacity of supercomputers. We envision that the next generation of data processing infrastructure, which fundamentally solves these problems, by focusing on processing knowledge instead of the raw data. Knowledge represented in a compact form should typically have orders of magnitude lower dimensionality than the raw data, and thus can be stored, exchanged, and managed efficiently. We believe that understanding, exchanging, and integrating such knowledge is the key step towards building scalable, multi-purpose, and secure data infrastructure of the next generation. We aim at developing theories and algorithms for 1) modeling a unified knowledge representation, which allows knowledge learned from one data source to be used for other inference tasks and facilitates knowledge exchange between multiple tasks, 2) allows interpretations to the knowledge learned from data, 3) can perform multi-domain learning by jointly processing multiple data sources, 4) can incorporate domain knowledge, and 4) tolerates noise and quantization errors in the storage and communications and thus allows scalable system implementations. Towards learning the unified knowledge representation, we conduct research activities in the directions for learning knowledge for understanding 3D point cloud data, 3D object pose from 2D images, understanding action localization from videos, and modeling noise-free signals from noisy raw signals. Back to R&amp;D Areas Back to Program 1<\/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":"","_crdt_document":"","footnotes":""},"class_list":["post-670","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"jetpack_shortlink":"https:\/\/wp.me\/PgfUj3-aO","_links":{"self":[{"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/pages\/670","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/comments?post=670"}],"version-history":[{"count":15,"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/pages\/670\/revisions"}],"predecessor-version":[{"id":10559,"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/pages\/670\/revisions\/10559"}],"wp:attachment":[{"href":"https:\/\/cpii.hk\/zh\/wp-json\/wp\/v2\/media?parent=670"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}