{"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/visual-relationship-detection-with-language-1","title":"Visual Relationship Detection with Language prior and Softmax","arxiv_id":"1904.07798","date":"2019-04-16","proceeding":null,"authors":["Jaewon Jung","Jongyoul Park"],"abstract":"Visual relationship detection is an intermediate image understanding task\nthat detects two objects and classifies a predicate that explains the\nrelationship between two objects in an image. The three components are\nlinguistically and visually correlated (e.g. \"wear\" is related to \"person\" and\n\"shirt\", while \"laptop\" is related to \"table\" and \"on\") thus, the solution\nspace is huge because there are many possible cases between them. Language and\nvisual modules are exploited and a sophisticated spatial vector is proposed.\nThe models in this work outperformed the state of arts without costly\nlinguistic knowledge distillation from a large text corpus and building complex\nloss functions. All experiments were only evaluated on Visual Relationship\nDetection and Visual Genome dataset.","url_abs":"http://arxiv.org/abs/1904.07798v1","url_pdf":"http://arxiv.org/pdf/1904.07798v1.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":"visual-relationship-detection-with-language-1","repo_url":"https://github.com/Jungjaewon/Visual-Relationship-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":null}],"tasks":[{"task_slug":"knowledge-distillation","task_name":"Knowledge Distillation"},{"task_slug":"relationship-detection","task_name":"Relationship Detection"},{"task_slug":"visual-relationship-detection","task_name":"Visual Relationship Detection"}],"methods":[{"method_slug":"knowledge-distillation","method_name":"Knowledge Distillation"}],"datasets_introduced":[{"slug":"visual-relationship-detection-dataset","name":"Visual Relationship Detection Dataset","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}