{"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/scenes-and-surroundings-scene-graph","title":"Scenes and Surroundings: Scene Graph Generation using Relation Transformer","arxiv_id":"2107.05448","date":"2021-07-12","proceeding":null,"authors":["Rajat Koner","Poulami Sinhamahapatra","Volker Tresp"],"abstract":"Identifying objects in an image and their mutual relationships as a scene graph leads to a deep understanding of image content. Despite the recent advancement in deep learning, the detection and labeling of visual object relationships remain a challenging task. This work proposes a novel local-context aware architecture named relation transformer, which exploits complex global objects to object and object to edge (relation) interactions. Our hierarchical multi-head attention-based approach efficiently captures contextual dependencies between objects and predicts their relationships. In comparison to state-of-the-art approaches, we have achieved an overall mean \\textbf{4.85\\%} improvement and a new benchmark across all the scene graph generation tasks on the Visual Genome dataset.","url_abs":"https://arxiv.org/abs/2107.05448v1","url_pdf":"https://arxiv.org/pdf/2107.05448v1.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":"scenes-and-surroundings-scene-graph","repo_url":"https://github.com/rajatkoner08/Graphhopper","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"graph-generation","task_name":"Graph Generation"},{"task_slug":"object","task_name":"Object"},{"task_slug":null,"task_name":"Relation"},{"task_slug":"scene-graph-generation","task_name":"Scene Graph Generation"}],"methods":[{"method_slug":"aware","method_name":"AWARE"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2107.05448","atlas_url":"https://app.syntology.ai/?focus=2107.05448","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}