{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/template-matching-with-deformable-diversity","title":"Template Matching with Deformable Diversity Similarity","arxiv_id":"1612.02190","date":"2016-12-07","proceeding":"CVPR 2017 7","authors":["Itamar Talmi","Roey Mechrez","Lihi Zelnik-Manor"],"abstract":"We propose a novel measure for template matching named Deformable Diversity\nSimilarity -- based on the diversity of feature matches between a target image\nwindow and the template. We rely on both local appearance and geometric\ninformation that jointly lead to a powerful approach for matching. Our key\ncontribution is a similarity measure, that is robust to complex deformations,\nsignificant background clutter, and occlusions. Empirical evaluation on the\nmost up-to-date benchmark shows that our method outperforms the current\nstate-of-the-art in its detection accuracy while improving computational\ncomplexity.","url_abs":"http://arxiv.org/abs/1612.02190v2","url_pdf":"http://arxiv.org/pdf/1612.02190v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"template-matching-with-deformable-diversity","repo_url":"https://github.com/roimehrez/DDIS","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"diversity","task_name":"Diversity"},{"task_slug":"template-matching","task_name":"Template Matching"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}