{"id":201885,"date":"2024-12-18T22:31:02","date_gmt":"2024-12-19T04:31:02","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/12\/helping-machine-learning-models-identify-objects-in-any-pose"},"modified":"2024-12-18T22:31:02","modified_gmt":"2024-12-19T04:31:02","slug":"helping-machine-learning-models-identify-objects-in-any-pose","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/12\/helping-machine-learning-models-identify-objects-in-any-pose","title":{"rendered":"Helping machine learning models identify objects in any pose"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/helping-machine-learning-models-identify-objects-in-any-pose3.jpg\"><\/a><\/p>\n<p>A new visual recognition approach improved a machine learning technique\u2019s ability to both identify an object and how it is oriented in space, according to a <a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-031-72664-4_2\" target=\"_blank\">study<\/a> presented in October at the <a href=\"https:\/\/eccv.ecva.net\/\" target=\"_blank\">European Conference on Computer Vision<\/a> in Milan, Italy.<\/p>\n<p>Self-supervised learning is a machine learning approach that trains on unlabeled data, extending generalizability to real-world data. While it excels at identifying objects, a task called semantic classification, it may struggle to recognize objects in new poses.<\/p>\n<p>This weakness quickly becomes a problem in situations like autonomous vehicle navigation, where an algorithm must assess whether an approaching car is a head-on collision threat or side-oriented and just passing by.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new visual recognition approach improved a machine learning technique\u2019s ability to both identify an object and how it is oriented in space, according to a study presented in October at the European Conference on Computer Vision in Milan, Italy. Self-supervised learning is a machine learning approach that trains on unlabeled data, extending generalizability to [\u2026]<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,6,8],"tags":[],"class_list":["post-201885","post","type-post","status-publish","format-standard","hentry","category-information-science","category-robotics-ai","category-space"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/201885","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=201885"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/201885\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=201885"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=201885"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=201885"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}