{"id":56,"date":"2026-05-08T02:27:47","date_gmt":"2026-05-08T02:27:47","guid":{"rendered":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/?page_id=56"},"modified":"2026-05-08T03:21:18","modified_gmt":"2026-05-08T03:21:18","slug":"results","status":"publish","type":"page","link":"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/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\" style=\"margin-top:0;margin-bottom:0\">\n<div style=\"height:var(--wp--preset--spacing--30)\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:var(--wp--preset--spacing--70)\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-query alignwide is-layout-flow wp-block-query-is-layout-flow\"><div class=\"wp-block-query-no-results\">\n\n<p>Given only <strong>2D inputs<\/strong>, our method reconstructs coherent <strong>3D <\/strong>with consistent global structure across diverse shapes. The results demonstrate strong <strong>shape completeness<\/strong> and smooth surfaces, even under limited input cues.<\/p>\n\n\n\n<p>We evaluate on <strong>3D<\/strong> and <strong>2D inputs<\/strong>, measuring both <strong>whole-asset<\/strong> and <strong>part-level<\/strong> performance.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>3D input:<\/strong> Competitive on <strong>whole assets<\/strong>, but weaker on <strong>part-level<\/strong> metrics compared to clustering-based methods.<\/li>\n\n\n\n<li><strong>2D input:<\/strong> Best performance on <strong>whole assets<\/strong>, but noticeable drop on <strong>part-level<\/strong> quality.<\/li>\n<\/ul>\n\n\n\n<p><strong>Takeaway:<\/strong> Our method excels at <strong>global shape reconstruction<\/strong>, while <strong>local part consistency<\/strong> remains the main limitation.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"818\" height=\"602\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.19-PM.png\" alt=\"\" class=\"wp-image-79\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.19-PM.png 818w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.19-PM-300x221.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.19-PM-768x565.png 768w\" sizes=\"auto, (max-width: 818px) 100vw, 818px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"824\" height=\"370\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.31-PM.png\" alt=\"\" class=\"wp-image-78\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.31-PM.png 824w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.31-PM-300x135.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2026teamf1\/wp-content\/uploads\/sites\/143\/2026\/05\/Screenshot-2026-05-07-at-11.17.31-PM-768x345.png 768w\" sizes=\"auto, (max-width: 824px) 100vw, 824px\" \/><\/figure>\n\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator alignfull has-alpha-channel-opacity\" \/>\n\n\n\n<div style=\"height:var(--wp--preset--spacing--30)\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0\">\n<div class=\"wp-block-group alignwide has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":266,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-56","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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