{"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/multi-label-cross-modal-retrieval","title":"Multi-Label Cross-Modal Retrieval","arxiv_id":null,"date":"2015-12-01","proceeding":"ICCV 2015 12","authors":["Viresh Ranjan","Nikhil Rasiwasia","C. V. Jawahar"],"abstract":"In this work, we address the problem of cross-modal retrieval in presence of multi-label annotations.  In particular, we introduce multi-label Canonical Correlation Analysis (ml-CCA), an extension of CCA, for learning shared subspaces taking into account high level semantic information in the form of multi-label annotations. Unlike CCA, ml-CCA does not rely on explicit pairing between modalities, instead it uses the multi-label information to establish correspondences.  This results in a discriminative subspace which is better suited for cross-modal retrieval tasks.  We also present Fast ml-CCA, a computationally efficient version of ml-CCA, which is able to handle large scale datasets.  We show the efficacy of our approach by conducting extensive cross-modal retrieval experiments on three standard benchmark datasets. The results show that the proposed approach achieves state of the art retrieval performance on the three datasets.","url_abs":"http://openaccess.thecvf.com/content_iccv_2015/html/Ranjan_Multi-Label_Cross-Modal_Retrieval_ICCV_2015_paper.html","url_pdf":"http://openaccess.thecvf.com/content_iccv_2015/papers/Ranjan_Multi-Label_Cross-Modal_Retrieval_ICCV_2015_paper.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":"multi-label-cross-modal-retrieval","repo_url":"https://github.com/Viresh-R/ml-CCA","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"cross-modal-retrieval","task_name":"Cross-Modal Retrieval"},{"task_slug":"retrieval","task_name":"Retrieval"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}