{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T15:14:40Z","timestamp":1780413280831,"version":"3.54.1"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T00:00:00Z","timestamp":1772582400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T00:00:00Z","timestamp":1780358400000},"content-version":"vor","delay-in-days":90,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"the Youth Fund of the National Natural Science Foundation of China","award":["62406249"],"award-info":[{"award-number":["62406249"]}]},{"DOI":"10.13039\/501100001809","name":"the National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["62576281"],"award-info":[{"award-number":["62576281"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J. King Saud Univ. Comput. Inf. Sci."],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1007\/s44443-026-00517-9","type":"journal-article","created":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T14:36:36Z","timestamp":1772634996000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["ADMM-based online spectral hashing with elastic metric for cross-modal retrieval"],"prefix":"10.1007","volume":"38","author":[{"given":"Han","family":"Zhang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rui","family":"Du","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Baotian","family":"Shi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bingshu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,3,4]]},"reference":[{"key":"517_CR1","doi-asserted-by":"publisher","first-page":"9109","DOI":"10.1109\/TMM.2024.3385986","volume":"26","author":"H Cai","year":"2024","unstructured":"Cai H, Zhang B, Li J, Hu B, Chen J (2024) Unsupervised dual hashing coding (udc) on semantic tagging and sample content for cross-modal retrieval. IEEE Trans Multimedia 26:9109\u20139120","journal-title":"IEEE Trans Multimedia"},{"key":"517_CR2","doi-asserted-by":"crossref","unstructured":"Chua T-S, Tang J, Hong R, Li H, Luo Z, Zheng Y (2009) Nus-wide: a real-world web image database from national university of singapore. In: Proceedings of the ACM international conference on image and video retrieval, pp 1\u20139","DOI":"10.1145\/1646396.1646452"},{"key":"517_CR3","doi-asserted-by":"crossref","unstructured":"Deng L, Hu H, Lu K, He P (2025) Llm-augmented multi-agent cooperative framework for medical case retrieval in cardiology. J King Saud University Comput Inf Sci, 37(267)","DOI":"10.1007\/s44443-025-00311-z"},{"key":"517_CR4","doi-asserted-by":"crossref","unstructured":"Ding G, Guo Y, Zhou J (2014) Collective matrix factorization hashing for multimodal data. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp 2075\u20132082","DOI":"10.1109\/CVPR.2014.267"},{"key":"517_CR5","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2022.108676","volume":"128","author":"Y Duan","year":"2022","unstructured":"Duan Y, Chen N, Zhang P, Kumar N, Chang L, Wen W (2022) Ms2gah: Multi-label semantic supervised graph attention hashing for robust cross-modal retrieval. Pattern Recogn 128:108676","journal-title":"Pattern Recogn"},{"issue":"4","key":"517_CR6","doi-asserted-by":"publisher","first-page":"419","DOI":"10.1016\/j.cviu.2009.03.008","volume":"114","author":"HJ Escalante","year":"2010","unstructured":"Escalante HJ, Hern\u00e1ndez CA, Gonzalez JA, L\u00f3pez-L\u00f3pez A, Montes M, Morales EF, Sucar LE, Villasenor L, Grubinger M (2010) The segmented and annotated iapr tc-12 benchmark. Comput Vis Image Underst 114(4):419\u2013428","journal-title":"Comput Vis Image Underst"},{"key":"517_CR7","doi-asserted-by":"crossref","unstructured":"Fan M, Chang X, Zhang X, Wang D, Du L (2017) Top-k supervise feature selection via admm for integer programming. In: Proceedings of the international joint conference on artificial intelligence, pp 1646\u20131653","DOI":"10.24963\/ijcai.2017\/228"},{"key":"517_CR8","doi-asserted-by":"crossref","unstructured":"Fu L, Aili S (2025) Sports image retrieval based on hand-drawn sketches. J King Saud University Comp Inf Sci, 37(58)","DOI":"10.1007\/s44443-025-00068-5"},{"key":"517_CR9","doi-asserted-by":"publisher","first-page":"115716","DOI":"10.1109\/ACCESS.2024.3444817","volume":"12","author":"Z Han","year":"2024","unstructured":"Han Z, Azman A, Mustaffa MR, Khalid FB (2024) Cross-modal retrieval: A review of methodologies, datasets, and future perspectives. IEEE Access 12:115716\u2013115741","journal-title":"IEEE Access"},{"issue":"3","key":"517_CR10","first-page":"3877","volume":"45","author":"P Hu","year":"2023","unstructured":"Hu P, Zhu H, Lin J, Peng D, Zhao Y-P, Peng X (2023) Unsupervised contrastive cross-modal hashing. IEEE Trans Pattern Anal Mach Intell 45(3):3877\u20133889","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"517_CR11","doi-asserted-by":"crossref","unstructured":"Huiskes MJ, Lew MS (2008) The mir flickr retrieval evaluation. In: Proceedings of the 1st ACM international conference on multimedia information retrieval, pp. 39\u201343","DOI":"10.1145\/1460096.1460104"},{"key":"517_CR12","doi-asserted-by":"crossref","unstructured":"Jiang Q-Y, Li W-J (2017) Deep cross-modal hashing. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp 3232\u20133240","DOI":"10.1109\/CVPR.2017.348"},{"issue":"1","key":"517_CR13","doi-asserted-by":"publisher","first-page":"677","DOI":"10.1109\/TNNLS.2023.3330975","volume":"36","author":"K Jiang","year":"2023","unstructured":"Jiang K, Wong WK, Fang X, Li J, Qin J, Xie S (2023) Random online hashing for cross-modal retrieval. IEEE Trans Neural Netw Learn Syst 36(1):677\u2013691","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"517_CR14","first-page":"984","volume":"2023","author":"X Jiang","year":"2023","unstructured":"Jiang X, Liu X, Cheung Y-M, Xu X, Zheng S, Li T (2023) Label-semantic-enhanced online hashing for efficient cross-modal retrieval, in. IEEE International Conference on Multimedia and Expo 2023:984\u2013989","journal-title":"IEEE International Conference on Multimedia and Expo"},{"issue":"11","key":"517_CR15","first-page":"2923","volume":"61","author":"X Kang","year":"2023","unstructured":"Kang X, Liu X, Lu P, Zhao Z, Nie X, Yin Y (2023) Online cross-modal hashing with double structure preserving. Journal of Computer Research and Development 61(11):2923\u20132936","journal-title":"Journal of Computer Research and Development"},{"issue":"7","key":"517_CR16","doi-asserted-by":"publisher","first-page":"5242","DOI":"10.1109\/TCSVT.2023.3342418","volume":"34","author":"X Kang","year":"2023","unstructured":"Kang X, Liu X, Zhang X, Nie X, Yin Y (2023) Online discriminative cross-modal hashing. IEEE Trans Circuits Syst Video Technol 34(7):5242\u20135254","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"issue":"8","key":"517_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3665249","volume":"20","author":"X Kang","year":"2024","unstructured":"Kang X, Liu X, Xue W, Nie X, Yin Y (2024) Online cross-modal hashing with dynamic prototype. ACM Trans Multim Comput 20(8):1\u201318","journal-title":"ACM Trans Multim Comput"},{"key":"517_CR18","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.110688","volume":"155","author":"X Kang","year":"2024","unstructured":"Kang X, Liu X, Xue W, Zhang X, Nie X, Yin Y (2024) Discrete online cross-modal hashing with consistency preservation. Pattern Recogn 155:110688","journal-title":"Pattern Recogn"},{"key":"517_CR19","first-page":"1","volume":"2024","author":"X Kang","year":"2024","unstructured":"Kang X, Liu X, Zhang X, Xue W, Nie X, Wang S, Yin Y (2024) Unsupervised online cross-modal hashing with multiple association exploitation, in. IEEE International Conference on Multimedia and Expo 2024:1\u20136","journal-title":"IEEE International Conference on Multimedia and Expo"},{"key":"517_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.128664","volume":"612","author":"X Ke","year":"2025","unstructured":"Ke X, Chen B, Cai Y, Liu H, Guo W, Chen W (2025) Modality-specific adaptive scaling and attention network for cross-modal retrieval. Neurocomputing 612:128664","journal-title":"Neurocomputing"},{"issue":"13","key":"517_CR21","doi-asserted-by":"publisher","first-page":"14905","DOI":"10.1007\/s10489-021-03014-w","volume":"52","author":"X Li","year":"2022","unstructured":"Li X, Wu W, Yuan Y-H, Pan S, Shen X (2022) Online unsupervised cross-view discrete hashing for large-scale retrieval. Appl Intell 52(13):14905\u201314917","journal-title":"Appl Intell"},{"key":"517_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.109972","volume":"145","author":"L Li","year":"2024","unstructured":"Li L, Shu Z, Yu Z, Wu X-J (2024) Robust online hashing with label semantic enhancement for cross-modal retrieval. Pattern Recogn 145:109972","journal-title":"Pattern Recogn"},{"key":"517_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2024.111837","volume":"295","author":"Z Li","year":"2024","unstructured":"Li Z, Yao T, Wang L, Li Y, Wang G (2024) Supervised contrastive discrete hashing for cross-modal retrieval. Knowl-Based Syst 295:111837","journal-title":"Knowl-Based Syst"},{"key":"517_CR24","doi-asserted-by":"crossref","unstructured":"Lin Z, Ding G, Hu M, Wang J (2015) Semantics-preserving hashing for cross-view retrieval. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp 3864\u20133872","DOI":"10.1109\/CVPR.2015.7299011"},{"key":"517_CR25","doi-asserted-by":"publisher","first-page":"3811","DOI":"10.1109\/TMM.2022.3166668","volume":"25","author":"X Liu","year":"2023","unstructured":"Liu X, Yi J, Cheung Y-M, Xu X, Cui Z (2023) Omgh: Online manifold-guided hashing for flexible cross-modal retrieval. IEEE Trans Multimedia 25:3811\u20133824","journal-title":"IEEE Trans Multimedia"},{"key":"517_CR26","doi-asserted-by":"crossref","unstructured":"Li T, Wu B, Yang Y, Fan Y, Zhang Y, Liu W (2019) Compressing convolutional neural networks via factorized convolutional filters. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp 3972\u20133981","DOI":"10.1109\/CVPR.2019.00410"},{"issue":"4","key":"517_CR27","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1007\/s10044-024-01336-2","volume":"27","author":"J Maggu","year":"2024","unstructured":"Maggu J, Goel A (2024) K-best subspace clustering: kernel-friendly block-diagonal embedded and similarity-preserving transformed subspace clustering. Pattern Anal Appl 27(4):119","journal-title":"Pattern Anal Appl"},{"key":"517_CR28","doi-asserted-by":"crossref","unstructured":"Maggu J, Goel A, Kumar R (2025) Label-consistent kernel transform learning-based sparse hashing for cross-modal retrieval, Knowledge and Information Systems, 1\u201331","DOI":"10.1007\/s10115-025-02419-0"},{"key":"517_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.127911","volume":"595","author":"H Meng","year":"2024","unstructured":"Meng H, Zhang H, Liu L, Liu D, Lu X, Guo X (2024) Joint-modal graph convolutional hashing for unsupervised cross-modal retrieval. Neurocomputing 595:127911","journal-title":"Neurocomputing"},{"key":"517_CR30","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.110335","volume":"150","author":"S-J Peng","year":"2024","unstructured":"Peng S-J, Yi J, Liu X, Cheung Y-M, Cui Z, Li T (2024) Olch: Online label consistent hashing for streaming cross-modal retrieval. Pattern Recogn 150:110335","journal-title":"Pattern Recogn"},{"issue":"12","key":"517_CR31","doi-asserted-by":"publisher","first-page":"3034","DOI":"10.1109\/TPAMI.2018.2789887","volume":"40","author":"F Shen","year":"2018","unstructured":"Shen F, Xu Y, Liu L, Yang Y, Huang Z, Shen HT (2018) Unsupervised deep hashing with similarity-adaptive and discrete optimization. IEEE Trans Pattern Anal Mach Intell 40(12):3034\u20133044","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"517_CR32","doi-asserted-by":"crossref","unstructured":"Wang D, Wang Q, An Y, Gao X, Tian Y (2020) Online collective matrix factorization hashing for large-scale cross-media retrieval. In: Proceedings of the 43rd international ACM SIGIR conference on research and development in information retrieval, pp 1409\u20131418","DOI":"10.1145\/3397271.3401132"},{"issue":"7","key":"517_CR33","doi-asserted-by":"publisher","first-page":"1695","DOI":"10.1109\/TPAMI.2018.2845842","volume":"41","author":"B Wu","year":"2018","unstructured":"Wu B, Ghanem B (2018) p-box admm: A versatile framework for integer programming. IEEE Trans Pattern Anal Mach Intell 41(7):1695\u20131708","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"7","key":"517_CR34","doi-asserted-by":"publisher","first-page":"1913","DOI":"10.1007\/s11263-020-01313-2","volume":"128","author":"B Wu","year":"2020","unstructured":"Wu B, Shen L, Zhang T, Ghanem B (2020) Map inference via l2-sphere linear program reformulation. Int J Comput Vision 128(7):1913\u20131936","journal-title":"Int J Comput Vision"},{"key":"517_CR35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.128844","volume":"614","author":"Y Wu","year":"2025","unstructured":"Wu Y, Li B, Li Z (2025) Revising similarity relationship hashing for unsupervised cross-modal retrieval. Neurocomputing 614:128844","journal-title":"Neurocomputing"},{"key":"517_CR36","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.101968","volume":"100","author":"X Xia","year":"2023","unstructured":"Xia X, Dong G, Li F, Zhu L, Ying X (2023) When clip meets cross-modal hashing retrieval: A new strong baseline. Information Fusion 100:101968","journal-title":"Information Fusion"},{"key":"517_CR37","doi-asserted-by":"crossref","unstructured":"Xie L, Shen J, Han J, Zhu L, Shao L (2017) Dynamic multi-view hashing for online image retrieval. In: Proceedings of the international joint conference on artificial intelligence, p 122","DOI":"10.24963\/ijcai.2017\/437"},{"key":"517_CR38","doi-asserted-by":"crossref","unstructured":"Xie L, Shen J, Zhu L (2016) Online cross-modal hashing for web image retrieval. In: Proceedings of the AAAI conference on artificial intelligence, pp 294\u2013300","DOI":"10.1609\/aaai.v30i1.9982"},{"key":"517_CR39","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.109176","volume":"251","author":"F Yang","year":"2022","unstructured":"Yang F, Ding X, Liu Y, Ma F, Cao J (2022) Scalable semantic-enhanced supervised hashing for cross-modal retrieval. Knowl-Based Syst 251:109176","journal-title":"Knowl-Based Syst"},{"key":"517_CR40","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2025.126758","volume":"272","author":"F Yang","year":"2025","unstructured":"Yang F, Hu H, Ma F, Ding X, Zhang Q, Liu X (2025) Online semantic embedding correlation for discrete cross-media hashing. Expert Syst Appl 272:126758","journal-title":"Expert Syst Appl"},{"key":"517_CR41","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.patcog.2018.12.012","volume":"89","author":"T Yao","year":"2019","unstructured":"Yao T, Wang G, Yan L, Kong X, Su Q, Zhang C, Tian Q (2019) Online latent semantic hashing for cross-media retrieval. Pattern Recogn 89:1\u201311","journal-title":"Pattern Recogn"},{"key":"517_CR42","doi-asserted-by":"crossref","unstructured":"Zhan Y-W, Luo X, Chen Z-D, Wang Y, Wei Y, Xu X-S (2024) Polish: adaptive online cross-modal hashing for class incremental data. In: Proceedings of the ACM web conference 2024, pp 4470\u20134478","DOI":"10.1145\/3589334.3645716"},{"key":"517_CR43","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2021.108262","volume":"122","author":"Y-W Zhan","year":"2022","unstructured":"Zhan Y-W, Wang Y, Sun Y, Wu X-M, Luo X, Xu X-S (2022) Discrete online cross-modal hashing. Pattern Recogn 122:108262","journal-title":"Pattern Recogn"},{"issue":"2","key":"517_CR44","first-page":"1","volume":"14","author":"D Zhang","year":"2023","unstructured":"Zhang D, Wu X-J, Chen G (2023) Onion: Online semantic autoencoder hashing for cross-modal retrieval. ACM Trans Intell Syst Technol 14(2):1\u201318","journal-title":"ACM Trans Intell Syst Technol"},{"issue":"1","key":"517_CR45","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1109\/TPAMI.2024.3467130","volume":"47","author":"B Zhang","year":"2024","unstructured":"Zhang B, Zhang Y, Li J, Chen J, Akutsu T, Cheung Y-M, Cai H (2024) Unsupervised dual deep hashing with semantic-index and content-code for cross-modal retrieval. IEEE Trans Pattern Anal Mach Intell 47(1):387\u2013399","journal-title":"IEEE Trans Pattern Anal Mach Intell"}],"container-title":["Journal of King Saud University Computer and Information Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44443-026-00517-9","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44443-026-00517-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44443-026-00517-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T14:42:26Z","timestamp":1780411346000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44443-026-00517-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,4]]},"references-count":45,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2026,7]]}},"alternative-id":["517"],"URL":"https:\/\/doi.org\/10.1007\/s44443-026-00517-9","relation":{},"ISSN":["1319-1578","2213-1248"],"issn-type":[{"value":"1319-1578","type":"print"},{"value":"2213-1248","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,4]]},"assertion":[{"value":"13 November 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 January 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 March 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"193"}}