{"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/learning-social-relation-traits-from-face","title":"Learning Social Relation Traits from Face Images","arxiv_id":"1509.03936","date":"2015-09-14","proceeding":"ICCV 2015 12","authors":["Zhanpeng Zhang","Ping Luo","Chen Change Loy","Xiaoou Tang"],"abstract":"Social relation defines the association, e.g, warm, friendliness, and\ndominance, between two or more people. Motivated by psychological studies, we\ninvestigate if such fine-grained and high-level relation traits can be\ncharacterised and quantified from face images in the wild. To address this\nchallenging problem we propose a deep model that learns a rich face\nrepresentation to capture gender, expression, head pose, and age-related\nattributes, and then performs pairwise-face reasoning for relation prediction.\nTo learn from heterogeneous attribute sources, we formulate a new network\narchitecture with a bridging layer to leverage the inherent correspondences\namong these datasets. It can also cope with missing target attribute labels.\nExtensive experiments show that our approach is effective for fine-grained\nsocial relation learning in images and videos.","url_abs":"http://arxiv.org/abs/1509.03936v1","url_pdf":"http://arxiv.org/pdf/1509.03936v1.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":[],"tasks":[{"task_slug":"attribute","task_name":"Attribute"},{"task_slug":null,"task_name":"Relation"},{"task_slug":"relation-prediction","task_name":"Relation Prediction"}],"methods":[],"datasets_introduced":[{"slug":"social-relation-dataset","name":"Social Relation Dataset","full_name":"Social Relation Dataset"}],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1509.03936","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}