{"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/object-referring-in-videos-with-language-and","title":"Object Referring in Videos with Language and Human Gaze","arxiv_id":"1801.01582","date":"2018-01-04","proceeding":"CVPR 2018 6","authors":["Arun Balajee Vasudevan","Dengxin Dai","Luc van Gool"],"abstract":"We investigate the problem of object referring (OR) i.e. to localize a target\nobject in a visual scene coming with a language description. Humans perceive\nthe world more as continued video snippets than as static images, and describe\nobjects not only by their appearance, but also by their spatio-temporal context\nand motion features. Humans also gaze at the object when they issue a referring\nexpression. Existing works for OR mostly focus on static images only, which\nfall short in providing many such cues. This paper addresses OR in videos with\nlanguage and human gaze. To that end, we present a new video dataset for OR,\nwith 30, 000 objects over 5, 000 stereo video sequences annotated for their\ndescriptions and gaze. We further propose a novel network model for OR in\nvideos, by integrating appearance, motion, gaze, and spatio-temporal context\ninto one network. Experimental results show that our method effectively\nutilizes motion cues, human gaze, and spatio-temporal context. Our method\noutperforms previousOR methods. For dataset and code, please refer\nhttps://people.ee.ethz.ch/~arunv/ORGaze.html.","url_abs":"http://arxiv.org/abs/1801.01582v2","url_pdf":"http://arxiv.org/pdf/1801.01582v2.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":"object","task_name":"Object"},{"task_slug":"referring-expression","task_name":"Referring Expression"}],"methods":[],"datasets_introduced":[{"slug":"orgaze","name":"ORGaze","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1801.01582","atlas_url":"https://app.syntology.ai/?focus=1801.01582","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}