{"id":241727,"date":"2016-06-23T18:29:10","date_gmt":"2016-06-24T01:29:10","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=241727"},"modified":"2023-05-11T15:40:15","modified_gmt":"2023-05-11T22:40:15","slug":"holoportation-3","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/holoportation-3\/","title":{"rendered":"Holoportation"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background-grey card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"720\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720.jpg\" class=\"attachment-full size-full\" alt=\"\" style=\"object-position: 78% 44%\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-1024x384.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-1536x576.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-1600x600.jpg 1600w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/Holoportation_header_1920x720-240x90.jpg 240w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 \">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 id=\"holoportation\" class=\"wp-block-heading h2\">Holoportation\u2122<\/h1>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<h2 id=\"what-is-holoportation\" class=\"wp-block-heading\">What is Holoportation\u2122?<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<p>Holoportation is a new type of 3D capture technology that allows high-quality 3D models of people to be reconstructed, compressed and transmitted anywhere in the world in real time. When combined with mixed reality displays such as HoloLens, this technology allows users to see, hear, and interact with remote participants in 3D as if they are actually present in the same physical space. Communicating and interacting with remote users becomes as natural as face-to-face communication.<\/p>\n\n\n\n<p>This video was captured using the new Holoportation system that utilizes Azure Kinects for depth + RGB capture. We have found that the Azure Kinects provide some of the highest quality depth data of any RGB+D sensor on the market.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Holoportation system utilizing Azure Kinects + RGB capture\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/789hERNy-xQ?feature=oembed&rel=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-media-text has-video  has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile is-vertically-aligned-center is-style-border\" data-bi-an=\"media-text\"><figure class=\"wp-block-media-text__media video-wrapper\"><iframe class=\"media-text__video\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/nTkFO2xNkIk?enablejsapi=1&rel=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/figure><div class=\"wp-block-media-text__content\" data-bi-an=\"media-text\">\n<h2 id=\"holoportation-goes-mobile\" class=\"wp-block-heading\">Holoportation\u2122 goes mobile<\/h2>\n\n\n\n<p>We are pleased to share an update on our research in 3D capture and algorithms. We took the technology out of the studio and into a car &#8211; making Holoportation truly mobile.&nbsp;To accomplish this, we reduced the bandwidth requirements by 97%, while still maintaining quality. This new mobile Holoportation system greatly increases the potential applications of real-time 3D capture and transmission.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/11\/screenshot6-1024x576.png\" alt=\"image of a person in the backseat of a vehicle waving\" class=\"wp-image-321401\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot6-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot6-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot6-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot6-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot6.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/11\/screenshot1-1024x576.png\" alt=\"image of Holoportation equipment in the back of a vehicle\" class=\"wp-image-321389\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot1-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot1-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot1-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot1-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot1.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/11\/screenshot7-1024x576.png\" alt=\"Two people using Holoportation across a desk in an atrium\" class=\"wp-image-321404\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot7-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot7-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot7-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot7-343x193.png 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/screenshot7.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\" \/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 id=\"holoportation-in-telemedicine\" class=\"wp-block-heading\">Holoportation in telemedicine<\/h3>\n\n\n\n<p>Our team has been working with surgeons in Glasgow, Scotland to create a 3D telemedicine system using Holoportation technology.&nbsp; <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/3d-telemedicine\/\">Check out our latest work here<\/a>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 id=\"holoportation-in-microsoft-mesh\" class=\"wp-block-heading\">Holoportation in Microsoft Mesh<\/h3>\n\n\n\n<p>Holoportation technology has been incorporated into Microsoft Mesh.&nbsp; Find more information about realistic avatars on <a href=\"https:\/\/www.microsoft.com\/en-us\/mesh#tabxb1bbeb3775d649688da5b4ee9c6966b6\" target=\"_blank\" rel=\"noreferrer noopener\">the Mesh website<\/a>.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/holoportation-3\/faq\/\">View the FAQ<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/holoportation-3\/earlier-work\/\">See our earlier work<\/a><\/div>\n<\/div>\n\n\n\n\n\n<h2 id=\"frequently-asked-questions\" class=\"wp-block-heading\">Frequently asked questions<\/h2>\n\n\n\n\n\n<p>Yes!&nbsp; The bandwidth required by Holoportation has been reduced to 30-50 Mbps.&nbsp; This allows us to use Holoportation in a moving vehicle, as long as we are within WiFi range.&nbsp;We will be moving to cellular data soon!<\/p>\n\n\n\n<p>Importantly, this technology is to be used by a passenger in the back seat of a moving vehicle, with no interaction with the driver.<\/p>\n\n\n\n\n\n<p>We chose this scenario for two reasons.&nbsp;First, the automobile is viewed more and more as a technology platform rather than simply a means of transportation.&nbsp; Second, this is a very challenging scenario.&nbsp;It requires solving many of the engineering hurdles encountered in building a volume consumer product.<\/p>\n\n\n\n\n\n<p>The system only requires two cameras capable of capturing depth information to create a 3D representation of an object.&nbsp;However, the more cameras we have, the better the quality of the 3D model.<\/p>\n\n\n\n\n\n<p>The greatest challenge was bandwidth, which we reduced by 97% using an innovative approach to compression. Other challenges included changing lighting and background, vibration, and reducing the compute footprint to fit in a vehicle.<\/p>\n\n\n\n\n\n<p>Using a HMD (head mounted display) like the Hololens or HTC Vive, users can see, hear, and interact with their holoported counterparts in real-time.<\/p>\n\n\n\n\n\n<p>For questions, please contact us at <a href=\"mailto:holoportation@microsoft.com\" target=\"_blank\" rel=\"noreferrer noopener\">holoportation@microsoft.com<\/a>.<\/p>\n\n\n\n\n\n<h2 id=\"our-earlier-work\" class=\"wp-block-heading\">Our earlier work<\/h2>\n\n\n\n<p>Holoportation was developed by Microsoft Research and presented at SIGGRAPH UIST in 2016.&nbsp; The original paper describing the technology can be found <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/2984511.2984517\" target=\"_blank\" rel=\"noreferrer noopener\">here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.&nbsp;It remains to this day a seminal paper on real-time volumetric 3D capture and creation of water-tight meshes, including deformable surfaces.<\/p>\n\n\n\n<p>The original Holoportation system consisted of 8 sets of novel camera pods.&nbsp;Each camera pod contained three 4k image sensors that captured the subject in IR (for depth) and RGB in order to create RGB+D streams that were fused together to create a cohesive mesh.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"holoportation: virtual 3D teleportation in real-time (Microsoft Research)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/7d59O6cfaM0?feature=oembed&rel=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">Holoportation: virtual 3D teleportation in real-time<\/figcaption><\/figure>\n\n\n\n<h3 id=\"holoportation-v1-images\" class=\"wp-block-heading\">Holoportation v1 images<\/h3>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"479\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000001-1024x479.jpg\" alt=\"A woman wearing a Hololens device standing in front of a 'hologram' man\" class=\"wp-image-241784\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000001-1024x479.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000001-300x140.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000001-768x359.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000001.jpg 1155w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"533\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000002-1-1024x533.jpg\" alt=\"A man wearing a Hololens device standing in front of a 'hologram' woman \" class=\"wp-image-241793\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000002-1-1024x533.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000002-1-300x156.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000002-1-768x400.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000002-1.jpg 1075w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000003-1024x768.jpg\" alt=\"Holoportation - lighting setup\" class=\"wp-image-239858\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000003-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000003-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000003-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000003-80x60.jpg 80w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"323\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000005.png\" alt=\"Holoportation - actual footage of a man interacting with a 'hologram' man\" class=\"wp-image-239840\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000005.png 575w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000005-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000005-343x193.png 343w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"323\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000008.png\" alt=\"Holoportation - a man wearing a Hololens device giving a high-five to a 'hologram' man \" class=\"wp-image-239849\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000008.png 575w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000008-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000008-343x193.png 343w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"323\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000006.png\" alt=\"Holoportation - hologram model in front of a monitor\" class=\"wp-image-239843\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000006.png 575w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000006-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000006-343x193.png 343w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"323\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000007.png\" alt=\"Holoportation - a man wearing a Hololens device standing in front of a 'hologram' girl \" class=\"wp-image-239846\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007.png 575w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000007-343x193.png 343w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/264043-000004-1024x768.jpg\" alt=\"Holoportation - man testing lighting setup\" class=\"wp-image-239861\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000004-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000004-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000004-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/264043-000004-80x60.jpg 80w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Holoportation is a new type of 3D capture technology that allows high-quality 3D models of people to be reconstructed, compressed and transmitted anywhere in the world in real time. When combined with mixed reality displays such as HoloLens, this technology allows users to see, hear, and interact with remote participants in 3D as if they [&hellip;]<\/p>\n","protected":false},"featured_media":933405,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13562,13551],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-241727","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-computer-vision","msr-research-area-graphics-and-multimedia","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"","related-publications":[509519,890304],"related-downloads":[],"related-videos":[],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"user_nicename","display_name":"Ben Cutler","user_id":31188,"people_section":"Group 1","alias":"bcutler"},{"type":"user_nicename","display_name":"Spencer Fowers","user_id":33581,"people_section":"Group 1","alias":"sfowers"},{"type":"user_nicename","display_name":"Mike Shepperd","user_id":32920,"people_section":"Group 1","alias":"mikeshep"},{"type":"user_nicename","display_name":"Thiago Vallin Spina","user_id":42246,"people_section":"Group 1","alias":"tvallinspina"},{"type":"user_nicename","display_name":"Andrea Britto Mattos Lima","user_id":42393,"people_section":"Group 1","alias":"andreabri"},{"type":"user_nicename","display_name":"Christopher O'Dowd","user_id":42762,"people_section":"Group 1","alias":"chriod"}],"msr_research_lab":[199565],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/241727"}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":21,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/241727\/revisions"}],"predecessor-version":[{"id":978645,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/241727\/revisions\/978645"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/933405"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=241727"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=241727"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=241727"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=241727"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=241727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}