{"id":91,"date":"2020-12-16T21:18:24","date_gmt":"2020-12-16T21:18:24","guid":{"rendered":"http:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/?page_id=91"},"modified":"2020-12-17T01:35:24","modified_gmt":"2020-12-17T01:35:24","slug":"spring-semester","status":"publish","type":"page","link":"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/spring-semester\/","title":{"rendered":"Spring &#8217;20 Semester"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Dataset<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-1024x454.png\" alt=\"\" class=\"wp-image-101\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-1024x454.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-300x133.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-768x341.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-1536x681.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.28.41-PM-2048x908.png 2048w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>Dataset available only for Yaser Sheikh<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"332\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM-1024x332.png\" alt=\"\" class=\"wp-image-110\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM-1024x332.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM-300x97.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM-768x249.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM-1536x497.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-2.20.50-PM.png 1686w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>Data Augmentations applied<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Proposed Method<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">Baseline<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"476\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-1024x476.png\" alt=\"\" class=\"wp-image-104\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-1024x476.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-300x139.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-768x357.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-1536x713.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.21-PM-2048x951.png 2048w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Gradient Control<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM-1024x488.jpg\" alt=\"\" class=\"wp-image-108\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM-1024x488.jpg 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM-300x143.jpg 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM-768x366.jpg 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM-1536x732.jpg 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.57.39-PM.jpg 1691w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>In this method we penalise the network for allowing the gradients to backpropagate to <\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">UV Maps<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"459\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.46-PM-1024x459.png\" alt=\"\" class=\"wp-image-105\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.46-PM-1024x459.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.46-PM-300x135.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.46-PM-768x344.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.46-PM.png 1396w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>Entire Pipeline<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"417\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM-1024x417.png\" alt=\"\" class=\"wp-image-106\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM-1024x417.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM-300x122.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM-768x313.png 768w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM-1536x626.png 1536w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.51.56-PM.png 1542w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><figcaption>UV maps<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Results<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">Baseline Results<\/h4>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"348\" style=\"aspect-ratio: 640 \/ 348;\" width=\"640\" autoplay controls loop src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Untitled.mov\"><\/video><figcaption>Exp A change in location and Appearance<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"348\" style=\"aspect-ratio: 640 \/ 348;\" width=\"640\" autoplay controls loop muted src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/trim.mov\"><\/video><figcaption>Exp B headset change only<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Gradient Control<\/h4>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"282\" style=\"aspect-ratio: 720 \/ 282;\" width=\"720\" autoplay controls loop muted src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Untitled.mp4\"><\/video><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">UV maps<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.52.05-PM-1024x344.png\" alt=\"\" class=\"wp-image-120\" width=\"638\" height=\"214\" srcset=\"https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.52.05-PM-1024x344.png 1024w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.52.05-PM-300x101.png 300w, https:\/\/mscvprojects.ri.cmu.edu\/2020teamm\/wp-content\/uploads\/sites\/43\/2020\/12\/Screenshot-2020-12-16-at-1.52.05-PM-768x258.png 768w, 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