{"id":112,"date":"2022-11-14T16:48:10","date_gmt":"2022-11-14T16:48:10","guid":{"rendered":"https:\/\/wp.lancs.ac.uk\/colab\/?p=112"},"modified":"2022-11-14T16:48:10","modified_gmt":"2022-11-14T16:48:10","slug":"verifying-3d-point-cloud-machine-learning-models","status":"publish","type":"post","link":"https:\/\/wp.lancs.ac.uk\/colab\/2022\/11\/14\/verifying-3d-point-cloud-machine-learning-models\/","title":{"rendered":"Verifying 3D Point Cloud Machine Learning Models"},"content":{"rendered":"<p>Our work &#8220;3DVerifier: Efficient Robustness Verification for 3D Point Cloud Models&#8221; was accepted in the journal Machine Learning. The paper is freely available at <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10994-022-06235-3\">https:\/\/link.springer.com\/article\/10.1007\/s10994-022-06235-3<\/a>. It presents a novel method to verify the robustness against attacks of machine learning models aimed at classifying 3D Point Cloud data.<\/p>\n<p>Our tool, 3DVerifier is also released, including its source code. You can find it at <a href=\"https:\/\/github.com\/TrustAI\/3DVerifier\">https:\/\/github.com\/TrustAI\/3DVerifier<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier-1024x405.png\" alt=\"\" width=\"676\" height=\"267\" class=\"aligncenter size-large wp-image-110\" srcset=\"https:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier-1024x405.png 1024w, https:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier-300x119.png 300w, https:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier-768x304.png 768w, https:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier-676x267.png 676w, https:\/\/wp.lancs.ac.uk\/colab\/files\/2022\/11\/3DVerifier.png 1156w\" sizes=\"auto, (max-width: 676px) 100vw, 676px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our work &#8220;3DVerifier: Efficient Robustness Verification for 3D Point Cloud Models&#8221; was accepted in the journal Machine Learning. The paper is freely available at https:\/\/link.springer.com\/article\/10.1007\/s10994-022-06235-3. It presents a novel method to verify the robustness against attacks of machine learning models aimed at classifying 3D Point Cloud data. Our tool, 3DVerifier is also released, including its [&hellip;]<\/p>\n","protected":false},"author":1432,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-112","post","type-post","status-publish","format-standard","hentry","category-news"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/112","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/users\/1432"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/comments?post=112"}],"version-history":[{"count":1,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/112\/revisions"}],"predecessor-version":[{"id":113,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/posts\/112\/revisions\/113"}],"wp:attachment":[{"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/media?parent=112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/categories?post=112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/colab\/wp-json\/wp\/v2\/tags?post=112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}