{"id":208,"date":"2026-05-08T01:51:13","date_gmt":"2026-05-08T01:51:13","guid":{"rendered":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/results\/"},"modified":"2026-05-08T02:43:10","modified_gmt":"2026-05-08T02:43:10","slug":"results","status":"publish","type":"page","link":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/results\/","title":{"rendered":"Results"},"content":{"rendered":"\n<div class=\"wp-block-group alignfull has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">4D Reconstruction From Monocular Video<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"416\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-1024x416.jpg\" alt=\"\" class=\"wp-image-144\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-1024x416.jpg 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-300x122.jpg 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-768x312.jpg 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-1536x625.jpg 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1-2048x833.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Authors<\/strong>: <span style=\"text-decoration: underline\">Manan Shah<\/span>. <strong>Project Advisors<\/strong>: Yehonathan Litman, Xiaoxuan Ma, Nicolas Ugrinovic, Kris Kitani, Fernando De La Torre, Shubham Tulsiani<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\"><nav class=\"is-responsive wp-block-navigation is-layout-flex wp-block-navigation-is-layout-flex\" aria-label=\"Menu 2\" \n\t\t data-wp-interactive=\"core\/navigation\" data-wp-context='{\"overlayOpenedBy\":{\"click\":false,\"hover\":false,\"focus\":false},\"type\":\"overlay\",\"roleAttribute\":\"\",\"ariaLabel\":\"Menu\"}'><button aria-haspopup=\"dialog\" aria-label=\"Open menu\" class=\"wp-block-navigation__responsive-container-open\" \n\t\t\t\tdata-wp-on--click=\"actions.openMenuOnClick\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t><svg width=\"24\" height=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 7.5h16v1.5H4z\"><\/path><path d=\"M4 15h16v1.5H4z\"><\/path><\/svg><\/button>\n\t\t\t\t<div class=\"wp-block-navigation__responsive-container\"  id=\"modal-1\" \n\t\t\t\tdata-wp-class--has-modal-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-class--is-menu-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-watch=\"callbacks.initMenu\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t\tdata-wp-on--focusout=\"actions.handleMenuFocusout\"\n\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\t\t\t\t\t<div class=\"wp-block-navigation__responsive-close\" tabindex=\"-1\">\n\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-dialog\" \n\t\t\t\tdata-wp-bind--aria-modal=\"state.ariaModal\"\n\t\t\t\tdata-wp-bind--aria-label=\"state.ariaLabel\"\n\t\t\t\tdata-wp-bind--role=\"state.roleAttribute\"\n\t\t\t>\n\t\t\t\t\t\t\t<button aria-label=\"Close menu\" class=\"wp-block-navigation__responsive-container-close\" \n\t\t\t\tdata-wp-on--click=\"actions.closeMenuOnClick\"\n\t\t\t><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"m13.06 12 6.47-6.47-1.06-1.06L12 10.94 5.53 4.47 4.47 5.53 10.94 12l-6.47 6.47 1.06 1.06L12 13.06l6.47 6.47 1.06-1.06L13.06 12Z\"><\/path><\/svg><\/button>\n\t\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-container-content\" \n\t\t\t\tdata-wp-watch=\"callbacks.focusFirstElement\"\n\t\t\t id=\"modal-1-content\">\n\t\t\t\t\t\t\t\t<ul class=\"wp-block-navigation__container is-responsive wp-block-navigation\"><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/introduction\/\"><span class=\"wp-block-navigation-item__label\">Introduction<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/related-works\/\"><span class=\"wp-block-navigation-item__label\">Related Works<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/method\/\"><span class=\"wp-block-navigation-item__label\">Method<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/results\/\"><span class=\"wp-block-navigation-item__label\">Results<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/resources\/\"><span class=\"wp-block-navigation-item__label\">Resources<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/team\/\"><span class=\"wp-block-navigation-item__label\">Team<\/span><\/a><\/li><\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/nav><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"introduction\">Results<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">Qualitative Results<\/h2>\n\n\n\n<p>We qualitatively evaluate the 4D reconstruction on in-the-wild videos.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"191\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-1024x191.png\" alt=\"\" class=\"wp-image-213\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-1024x191.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-300x56.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-768x143.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-1536x286.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/yarn-2048x382.png 2048w\" sizes=\"auto, (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=\"191\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-1024x191.png\" alt=\"\" class=\"wp-image-216\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-1024x191.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-300x56.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-768x143.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-1536x286.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/bicycle-2048x382.png 2048w\" sizes=\"auto, (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=\"191\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-1024x191.png\" alt=\"\" class=\"wp-image-217\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-1024x191.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-300x56.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-768x143.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-1536x286.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/book-2048x382.png 2048w\" sizes=\"auto, (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=\"191\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-1024x191.png\" alt=\"\" class=\"wp-image-218\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-1024x191.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-300x56.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-768x143.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-1536x286.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/goat-2048x382.png 2048w\" sizes=\"auto, (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=\"191\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-1024x191.png\" alt=\"\" class=\"wp-image-219\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-1024x191.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-300x56.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-768x143.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-1536x286.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ball-2048x382.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>It can be seen that our method is able to reconstruct the regions that are occluded and can model deformations to a great extent, as in the case of the book, where the template gaussians are for the closed book, and the frames with the book open also get modelled perfectly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Quantitative<\/h2>\n\n\n\n<p>We further evaluate our method on the <strong>Consistent4D<\/strong> dataset of synthetic objects.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"529\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/consistent4d-results-1024x529.png\" alt=\"\" class=\"wp-image-220\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/consistent4d-results-1024x529.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/consistent4d-results-300x155.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/consistent4d-results-768x397.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/consistent4d-results.png 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Pink denotes the best, orange denotes the second best, and yellow denotes the third best.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Ablation Study<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"293\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ablation-1024x293.png\" alt=\"\" class=\"wp-image-221\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ablation-1024x293.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ablation-300x86.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ablation-768x220.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/ablation.png 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The above table suggests the significance of each component and stage in the overall optimization objective.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Future Work<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The final reconstructions depend on the choice of hyperparameters and are prone to the failure modes of SAM3D.<\/li>\n\n\n\n<li>We are currently trying to improve the stability and jitter issues present in the final reconstructions.<\/li>\n\n\n\n<li>We are also working towards improving the initial geometry prediction stage, which currently uses SAM3D and aspire to obtain temporally consistent predictions natively, given a video.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>4D Reconstruction From Monocular Video Authors: Manan Shah. Project Advisors: Yehonathan Litman, Xiaoxuan Ma, Nicolas Ugrinovic, Kris Kitani, Fernando De La Torre, Shubham Tulsiani Results Qualitative Results We qualitatively evaluate the 4D reconstruction on in-the-wild videos. It can be seen that our method is able to reconstruct the regions that are occluded and can model [&hellip;]<\/p>\n","protected":false},"author":305,"featured_media":0,"parent":104,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-no-title","meta":{"footnotes":""},"class_list":["post-208","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Results - 3D Scene Understanding<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/results\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Results - 3D Scene Understanding\" \/>\n<meta property=\"og:description\" content=\"4D Reconstruction From Monocular Video Authors: Manan Shah. Project Advisors: Yehonathan Litman, Xiaoxuan Ma, Nicolas Ugrinovic, Kris Kitani, Fernando De La Torre, Shubham Tulsiani Results Qualitative Results We qualitatively evaluate the 4D reconstruction on in-the-wild videos. It can be seen that our method is able to reconstruct the regions that are occluded and can model [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/results\/\" \/>\n<meta property=\"og:site_name\" content=\"3D Scene Understanding\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-08T02:43:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/wp-content\/uploads\/sites\/159\/2026\/05\/teaser_comp-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2272\" \/>\n\t<meta property=\"og:image:height\" content=\"924\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/\",\"name\":\"Results - 3D Scene Understanding\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/wp-content\\\/uploads\\\/sites\\\/159\\\/2026\\\/05\\\/teaser_comp-1-1024x416.jpg\",\"datePublished\":\"2026-05-08T01:51:13+00:00\",\"dateModified\":\"2026-05-08T02:43:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/wp-content\\\/uploads\\\/sites\\\/159\\\/2026\\\/05\\\/teaser_comp-1.jpg\",\"contentUrl\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/wp-content\\\/uploads\\\/sites\\\/159\\\/2026\\\/05\\\/teaser_comp-1.jpg\",\"width\":2272,\"height\":924,\"caption\":\"Screenshot\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/results\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"4D Reconstruction From Monocular Video\",\"item\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/4d-reconstruction-from-monocular-video\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Results\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/#website\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/\",\"name\":\"3D Scene Understanding\",\"description\":\"Resources\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2026teamf17\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Results - 3D Scene Understanding","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf17\/4d-reconstruction-from-monocular-video\/results\/","og_locale":"en_US","og_type":"article","og_title":"Results - 3D Scene Understanding","og_description":"4D Reconstruction From Monocular Video Authors: Manan Shah. 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