{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T09:26:51Z","timestamp":1761989211111,"version":"3.41.0"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2018,7,13]],"date-time":"2018-07-13T00:00:00Z","timestamp":1531440000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61672254"],"award-info":[{"award-number":["61672254"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["World Wide Web"],"published-print":{"date-parts":[[2019,3]]},"DOI":"10.1007\/s11280-018-0581-2","type":"journal-article","created":{"date-parts":[[2018,7,13]],"date-time":"2018-07-13T08:35:57Z","timestamp":1531470957000},"page":"825-841","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Semi-supervised cross-modal learning for cross modal retrieval and image annotation"],"prefix":"10.1007","volume":"22","author":[{"given":"Fuhao","family":"Zou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xingqiang","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chaoyang","family":"Luan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yunfei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hefei","family":"Ling","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,7,13]]},"reference":[{"issue":"41","key":"581_CR1","first-page":"41","volume":"191","author":"A Argyriou","year":"2007","unstructured":"Argyriou, A., Evgeniou, T., Pontil, M.: Multi-task feature learning. Adv. Neural Inf. Proces. Syst. 191(41), 41\u201350 (2007). MIT","journal-title":"Adv. Neural Inf. Proces. Syst."},{"key":"581_CR2","doi-asserted-by":"crossref","unstructured":"Bandla, S., Grauman, K.: Active learning of an action detector from untrimmed videos. In: IEEE International Conference on Computer Vision (ICCV). IEEE (2013)","DOI":"10.1109\/ICCV.2013.230"},{"key":"581_CR3","first-page":"1107","volume":"3","author":"K Barnard","year":"2003","unstructured":"Barnard, K., Duygulu, P., Forsyth, D., De Freitas, N., Blei, D.M., Jordan, M.I.: Matching words and pictures. J. Mach. Learn. Res. 3, 1107\u20131135 (2003). JMLR. org","journal-title":"J. Mach. Learn. Res."},{"key":"581_CR4","first-page":"2399","volume":"7","author":"M Belkin","year":"2006","unstructured":"Belkin, M., Niyogi, P., Sindhwani, V.: Manifold regularization: A geometric framework for learning from labeled and unlabeled examples. J. Mach. Learn. Res. 7, 2399\u20132434 (2006). JMLR org","journal-title":"J. Mach. Learn. Res."},{"key":"581_CR5","first-page":"848","volume":"2","author":"TL Berg","year":"2004","unstructured":"Berg, T.L., Berg, A.C., Edwards, J., Maire, M., White, R., Teh, Y.W., Earned-Miller, E.G., Forsyth, D.A.: Names and faces in the news. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR) 2, 848\u2013854 (2004)","journal-title":"IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR)"},{"key":"581_CR6","doi-asserted-by":"crossref","unstructured":"Blei, D.M., Jordan, M.I.: Modeling annotated data. In: Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval, pp. 127\u2013134. ACM (2003)","DOI":"10.1145\/860435.860460"},{"issue":"456","key":"581_CR7","doi-asserted-by":"publisher","first-page":"1348","DOI":"10.1198\/016214501753382273","volume":"96","author":"J Fan","year":"2001","unstructured":"Fan, J., Li, R.: Variable selection via nonconcave penalized likelihood and its oracle properties. J. Am. Stat. Assoc. 96(456), 1348\u20131360 (2001). Taylor & Francis","journal-title":"J. Am. Stat. Assoc."},{"key":"581_CR8","unstructured":"Fazel, M.: Matrix Rank Minimization with Applications. PhD thesis, Stanford University (2002)"},{"issue":"1","key":"581_CR9","doi-asserted-by":"crossref","first-page":"4734","DOI":"10.1109\/ACC.2001.945730","volume":"6","author":"M Fazel","year":"2001","unstructured":"Fazel, M., Hindi, H., Boyd, S.P.: A rank minimization heuristic with application to minimum order system approximation. Proc. 2001 Am. Control Conf. 6 (1), 4734\u20134739 (2001). IEEE","journal-title":"Proc. 2001 Am. Control Conf."},{"issue":"2","key":"581_CR10","first-page":"5","volume":"3","author":"E Grave","year":"2011","unstructured":"Grave, E., Obozinski, G., Bach, F., et al.: Trace Lasso: a trace norm regularization for correlated designs. NIPS 3(2), 5\u20135 (2011)","journal-title":"NIPS"},{"key":"581_CR11","doi-asserted-by":"crossref","unstructured":"Guillaumin, M., Verbeek, J., Schmid, C.: Multimodal semi-supervised learning for image classification. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 902\u2013909. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540120"},{"issue":"6","key":"581_CR12","doi-asserted-by":"publisher","first-page":"1145","DOI":"10.1109\/TPAMI.2011.190","volume":"34","author":"SJ Hwang","year":"2012","unstructured":"Hwang, S.J., Grauman, K.: Reading between the lines: Object localization using implicit cues from image tags. IEEE Trans. Pattern Anal. Mach. Intell. 34(6), 1145\u20131158 (2012). IEEE","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"581_CR13","doi-asserted-by":"crossref","unstructured":"Jia, Y., Salzmann, M., Trevor, D.: Learning cross-modality similarity for multinomial data. In: 2011 IEEE International Conference on Computer Vision (ICCV), pp. 2407\u20132414. IEEE (2011)","DOI":"10.1109\/ICCV.2011.6126524"},{"issue":"4","key":"581_CR14","doi-asserted-by":"publisher","first-page":"769","DOI":"10.1109\/TPAMI.2017.2699960","volume":"40","author":"W Jingdong","year":"2018","unstructured":"Jingdong, W., Ting, Z., Jingkuan, S., Nicu, S., Tao, S.H.: A survey on learning to hash. IEEE Trans. Pattern Anal. Mach. Intell. 40(4), 769\u2013790 (2018)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"3","key":"581_CR15","first-page":"233","volume":"20","author":"S Jingkuan","year":"2018","unstructured":"Jingkuan, S., Hanwang, Z., Xiangpeng, L., Lianli, G., Meng, W., Richang, H.: Self-supervised video hashing with hierarchical binary auto-encoder. IEEE Trans. Image Process. 20(3), 233\u201350 (2018)","journal-title":"IEEE Trans. Image Process."},{"key":"581_CR16","doi-asserted-by":"crossref","unstructured":"Li, A., Shan, S., Chen, X., Gao, W: Face recognition based on non-corresponding region matching. In: 2011 IEEE International Conference on Computer Vision (ICCV), pp. 1060\u20131067. IEEE (2011)","DOI":"10.1109\/ICCV.2011.6126352"},{"issue":"9","key":"581_CR17","doi-asserted-by":"publisher","first-page":"2550","DOI":"10.1109\/TKDE.2015.2411276","volume":"27","author":"Z Li","year":"2015","unstructured":"Li, Z., Qin, L., Cheng, H., Zhang, X., Zhou, X.: TRIP: An interactive retrieving-inferring data imputation approach. IEEE Trans. Knowl. Data Eng. 27(9), 2550\u20132563 (2015)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"4","key":"581_CR18","doi-asserted-by":"publisher","first-page":"836","DOI":"10.1109\/TKDE.2013.148","volume":"26","author":"Z Li","year":"2014","unstructured":"Li, Z., Sharaf, M.A., Sitbon, L., Du, X., Zhou, X.: CoRE: A context-aware relation extraction method for relation completion. IEEE Trans. Knowl. Data Eng. 26 (4), 836\u201349 (2014)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"2","key":"581_CR19","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1109\/TKDE.2011.178","volume":"25","author":"Z Li","year":"2013","unstructured":"Li, Z., Sitbon, L., Wang, L., Zhou, X., Du, X.: AML: efficient approximate membership localization within a Web-based join framework. IEEE Trans. Knowl. Data Eng. 25(2), 298\u2013310 (2013)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"581_CR20","unstructured":"Liu, J., Ji, S., Ye, J.: Multi-task feature learning via efficient l 2, 1-norm minimization. In: Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, pp. 339\u2013348 (2009)"},{"key":"581_CR21","doi-asserted-by":"crossref","unstructured":"Ma, Z., Yang, Y., Cai, Y., Sebe, N., Hauptmann, A.G.: Knowledge adaptation for ad hoc multimedia event detection with few exemplars. In: Proceedings of the 20th ACM International Conference on Multimedia, pp. 469\u2013478. ACM (2012)","DOI":"10.1145\/2393347.2393414"},{"key":"581_CR22","unstructured":"Ngiam, J., Khosla, A., Kim, M., Nam, J., Lee, H., Ng, A.Y.: Multimodal deep learning. In: Proceedings of the 28th International Conference on Machine Learning (ICML-11), pp. 689\u2013696 (2011)"},{"issue":"1","key":"581_CR23","first-page":"1813","volume":"23","author":"F Nie","year":"2010","unstructured":"Nie, F., Huang, H., Cai, X., Ding, C.: Efficient and robust feature selection via joint l2, 1-norms minimization. Adv. Neural Inf. Proces. Syst. 23(1), 1813\u20131821 (2010)","journal-title":"Adv. Neural Inf. Proces. Syst."},{"issue":"2","key":"581_CR24","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/s11222-008-9111-x","volume":"20","author":"G Obozinski","year":"2010","unstructured":"Obozinski, G., Taskar, B., Jordan, M.I.: Joint covariate selection and joint subspace selection for multiple classification problems. Stat. Comput. 20(2), 231\u2013252 (2010). Springer","journal-title":"Stat. Comput."},{"key":"581_CR25","doi-asserted-by":"crossref","unstructured":"Putthividhy, D., Attias, H.T., Nagarajan, S.S.: Topic regression multi-modal latent dirichlet allocation for image annotation. In: 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3408\u20133415. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540000"},{"key":"581_CR26","doi-asserted-by":"crossref","unstructured":"Rasiwasia, N., Costa Pereira, J., Coviello, E., Doyle, G., Lanckriet, G.R.G., Levy, R., Vasconcelos, N.: A new approach to cross-modal multimedia retrieval. In: Proceedings of the International Conference on Multimedia, pp. 251\u2013260. ACM (2010)","DOI":"10.1145\/1873951.1873987"},{"key":"581_CR27","doi-asserted-by":"crossref","unstructured":"Sharma, A., Jacobs, D.W.: Bypassing synthesis: PLS for face recognition with pose, low-resolution and sketch. In: Proceedings 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 593\u2013600. IEEE (2011)","DOI":"10.1109\/CVPR.2011.5995350"},{"key":"581_CR28","doi-asserted-by":"crossref","unstructured":"Sharma, A., Kumar, A., Daume, H., Jacobs, D.W.: Generalized multiview analysis: a discriminative latent spacer. In: Proceeding of 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2160\u20132167. IEEE (2012)","DOI":"10.1109\/CVPR.2012.6247923"},{"key":"581_CR29","doi-asserted-by":"crossref","unstructured":"Socher, R., Fei-Fei, L.: Connecting modalities: Semi-supervised segmentation and annotation of images using unaligned text corpora. In: 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 966\u2013973. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540112"},{"key":"581_CR30","doi-asserted-by":"publisher","first-page":"1339","DOI":"10.1016\/j.patcog.2017.03.021","volume":"75","author":"J Song","year":"2018","unstructured":"Song, J., Gao, L., Liu, L., Zhu, X., Sebe, N.: Quantization-based hashing: a general framework for scalable image and video retrieval. Pattern Recogn. 75, 1339\u20131351 (2018)","journal-title":"Pattern Recogn."},{"key":"581_CR31","unstructured":"Wei, Z., Ke, Z., Pan, G., Xiangyang, X.: Multi-view embedding learning for incompletely labeled data. In: Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence, pp. 1910\u20131916. AAAI Press (2013)"},{"issue":"4","key":"581_CR32","doi-asserted-by":"publisher","first-page":"723","DOI":"10.1109\/TPAMI.2011.170","volume":"34","author":"Y Yang","year":"2012","unstructured":"Yang, Y., Nie, F., Xu, D., Luo, J., Zhuang, Y., Pan, Y.: A multimedia retrieval framework based on semi-supervised ranking and relevance feedback. IEEE Trans. Pattern Anal. Mach. Intell. 34(4), 723\u2013742 (2012). IEEE","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"3","key":"581_CR33","doi-asserted-by":"publisher","first-page":"572","DOI":"10.1109\/TMM.2012.2234731","volume":"15","author":"Y Yang","year":"2013","unstructured":"Yang, Y., Song, J., Huang, Z., Ma, Z., Sebe, N., Hauptmann, A.G.: Multi-feature fusion via hierarchical regression for multimedia analysis. IEEE Trans. Multimedia 15(3), 572\u2013581 (2013). IEEE","journal-title":"IEEE Trans. Multimedia"},{"key":"581_CR34","doi-asserted-by":"crossref","unstructured":"Zhou, N., Zhu, J.: Group variable selection via a hierarchical lasso and its oracle property, arXiv: 1006.2871 (2010)","DOI":"10.4310\/SII.2010.v3.n4.a13"},{"issue":"9","key":"581_CR35","doi-asserted-by":"publisher","first-page":"2066","DOI":"10.1109\/TMM.2017.2729025","volume":"19","author":"L Zhu","year":"2017","unstructured":"Zhu, L., Huang, Z., Liu, X., He, X., Sun, J., Zhou, X.: Discrete multimodal hashing with canonical views for robust mobile landmark search. IEEE Trans. Multimedia 19(9), 2066\u20132079 (2017)","journal-title":"IEEE Trans. Multimedia"}],"container-title":["World Wide Web"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-018-0581-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11280-018-0581-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-018-0581-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T19:42:35Z","timestamp":1751744555000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11280-018-0581-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,13]]},"references-count":35,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,3]]}},"alternative-id":["581"],"URL":"https:\/\/doi.org\/10.1007\/s11280-018-0581-2","relation":{},"ISSN":["1386-145X","1573-1413"],"issn-type":[{"type":"print","value":"1386-145X"},{"type":"electronic","value":"1573-1413"}],"subject":[],"published":{"date-parts":[[2018,7,13]]},"assertion":[{"value":"15 June 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 April 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 April 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 July 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}