{"id":306,"date":"2013-07-30T12:19:03","date_gmt":"2013-07-30T10:19:03","guid":{"rendered":"http:\/\/www.mpateraki.org\/?p=306"},"modified":"2015-03-03T09:33:53","modified_gmt":"2015-03-03T07:33:53","slug":"robust-multi-hypothesis-3d-object-pose-tracking","status":"publish","type":"post","link":"https:\/\/mpateraki.org\/?p=306","title":{"rendered":"Robust multi-hypothesis 3D object pose tracking"},"content":{"rendered":"<p>Chliveros G., <strong>Pateraki M.<\/strong>, Trahanias P., 2013. Robust multi-hypothesis 3D object pose tracking. In Proc. of the 9th Intl. Conference on Computer Vision Systems (ICVS), LNCS 7963, pp. 234-243, Springer-Verlag, St. Petersburg, Russia, July 16-18, 2013. [<a href=\"http:\/\/dx.doi.org\/10.1007\/978-3-642-39402-7_24\" target=\"_blank\">doi<\/a>] [<a href=\"http:\/\/www.mpateraki.org\/wp-content\/uploads\/2014\/11\/chliveros13.pdf\" target=\"_blank\">pdf<\/a>] [<a href=\"http:\/\/www.mpateraki.org\/wp-content\/uploads\/2014\/11\/chliveros13.txt\" target=\"_blank\">bib<\/a>]<\/p>\n<p>Abstract:<\/p>\n<p>This paper tackles the problem of 3D object pose tracking\u00a0from monocular cameras. Data association is performed via a variant of\u00a0the Iterative Closest Point algorithm, thus making it robust to noise and\u00a0other artifacts. We re-initialise the hypothesis space based on the resulting\u00a0re-projection error between hypothesized models and observed image\u00a0objects. This is performed through a non-linear minimisation step after\u00a0correspondences are found. The use of multi-hypotheses and correspondences\u00a0refinement, lead to a robust framework. Experimental results with\u00a0benchmark image sequences indicate the effectiveness of our framework.<\/p>\n<table align=\"center\">\n<tbody align=\"center\">\n<tr align=\"center\">\n<td align=\"center\" width=\"100%\"><a href=\"http:\/\/www.mpateraki.org\/wp-content\/uploads\/2015\/01\/interpretationPair.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-309 \" src=\"http:\/\/www.mpateraki.org\/wp-content\/uploads\/2015\/01\/interpretationPair-300x113.jpg\" alt=\"\" width=\"377\" height=\"142\" srcset=\"https:\/\/mpateraki.org\/wp-content\/uploads\/2015\/01\/interpretationPair-300x113.jpg 300w, https:\/\/mpateraki.org\/wp-content\/uploads\/2015\/01\/interpretationPair.jpg 696w\" sizes=\"auto, (max-width: 377px) 100vw, 377px\" \/><\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><iframe loading=\"lazy\" width=\"450\" height=\"253\" src=\"https:\/\/www.youtube.com\/embed\/eBRV5yu7vtU\" frameborder=\"0\" allowfullscreen><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Chliveros G., Pateraki M., Trahanias P., 2013. Robust multi-hypothesis 3D object pose tracking. In Proc. of the 9th Intl. Conference on Computer Vision Systems (ICVS), LNCS 7963, pp. 234-243, Springer-Verlag, St. Petersburg, Russia, July 16-18, 2013. [doi] [pdf] [bib] Abstract: This paper tackles the problem of 3D object pose tracking\u00a0from monocular cameras. Data association is [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":309,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-306","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"_links":{"self":[{"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/posts\/306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mpateraki.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=306"}],"version-history":[{"count":4,"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/posts\/306\/revisions"}],"predecessor-version":[{"id":392,"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/posts\/306\/revisions\/392"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mpateraki.org\/index.php?rest_route=\/wp\/v2\/media\/309"}],"wp:attachment":[{"href":"https:\/\/mpateraki.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=306"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mpateraki.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=306"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mpateraki.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}