{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,23]],"date-time":"2025-05-23T04:14:32Z","timestamp":1747973672997,"version":"3.41.0"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319168647"},{"type":"electronic","value":"9783319168654"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-16865-4_46","type":"book-chapter","created":{"date-parts":[[2015,4,15]],"date-time":"2015-04-15T09:06:06Z","timestamp":1429088766000},"page":"704-719","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Exploring Image Specific Structured Loss for Image Annotation with Incomplete Labelling"],"prefix":"10.1007","author":[{"given":"Xing","family":"Xu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Atsushi","family":"Shimada","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rin-ichiro","family":"Taniguch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,4,16]]},"reference":[{"key":"46_CR1","unstructured":"Grubinger, M.: Analysis and Evaluation of Visual Information Systems Performance. Ph.D. thesis, Victoria University (2007)"},{"key":"46_CR2","doi-asserted-by":"crossref","unstructured":"Chua, T.S., Tang, J., Hong, R., Li, H., Luo, Z., Zheng, Y.: 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, p. 48 (2009)","DOI":"10.1145\/1646396.1646452"},{"key":"46_CR3","doi-asserted-by":"crossref","unstructured":"Xiang, Y., Zhou, X., Chua, T.S., Ngo, C.W.: A revisit of generative model for automatic image annotation using markov random fields. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1153\u20131160 (2009)","DOI":"10.1109\/CVPR.2009.5206518"},{"key":"46_CR4","doi-asserted-by":"crossref","unstructured":"Feng, S., Manmatha, R., Lavrenko, V.: Multiple bernoulli relevance models for image and video annotation. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), vol. 2, pp. 1002\u20131009 (2004)","DOI":"10.1109\/CVPR.2004.1315274"},{"key":"46_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1007\/978-3-540-88690-7_24","volume-title":"Computer Vision \u2013 ECCV 2008","author":"A Makadia","year":"2008","unstructured":"Makadia, A., Pavlovic, V., Kumar, S.: A new baseline for image annotation. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part III. LNCS, vol. 5304, pp. 316\u2013329. Springer, Heidelberg (2008)"},{"key":"46_CR6","doi-asserted-by":"crossref","unstructured":"Guillaumin, M., Mensink, T., Verbeek, J., Schmid, C.: Tagprop: discriminative metric learning in nearest neighbor models for image auto-annotation. In: IEEE 12th International Conference on Computer Vision (ICCV), pp. 309\u2013316 (2009)","DOI":"10.1109\/ICCV.2009.5459266"},{"key":"46_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"836","DOI":"10.1007\/978-3-642-33712-3_60","volume-title":"Computer Vision \u2013 ECCV 2012","author":"Y Verma","year":"2012","unstructured":"Verma, Y., Jawahar, C.V.: Image annotation using metric learning in semantic neighbourhoods. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part III. LNCS, vol. 7574, pp. 836\u2013849. Springer, Heidelberg (2012)"},{"key":"46_CR8","doi-asserted-by":"publisher","first-page":"716","DOI":"10.1109\/TPAMI.2012.124","volume":"35","author":"L Wu","year":"2013","unstructured":"Wu, L., Jin, R., Jain, A.: Tag completion for image retrieval. IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI) 35, 716\u2013727 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI)"},{"key":"46_CR9","doi-asserted-by":"crossref","unstructured":"Lin, Z., Ding, G., Hu, M., Wang, J., Ye, X.: Image tag completion via image-specific and tag-specific linear sparse reconstructions. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1618\u20131625 (2013)","DOI":"10.1109\/CVPR.2013.212"},{"key":"46_CR10","doi-asserted-by":"crossref","unstructured":"Xu, X., Shimada, A., Taniguchi, R.i.: Tag completion with defective tag assignments via image-tag re-weighting. In: IEEE International Conference on Multimedia and Expo (ICME), pp. 1\u20136 (2014)","DOI":"10.1109\/ICME.2014.6890154"},{"key":"46_CR11","doi-asserted-by":"crossref","unstructured":"Sigurbj\u00f6rnsson, B., van Zwol, R.: Flickr tag recommendation based on collective knowledge. In: Proceedings of the 17th International Conference on World Wide Web (WWW), pp. 327\u2013336 (2008)","DOI":"10.1145\/1367497.1367542"},{"key":"46_CR12","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Gupta, A., Prabhu, Y., Varma, M.: Multi-label learning with millions of labels: recommending advertiser bid phrases for web pages. In: Proceedings of the 22nd International Conference on World Wide Web (WWW), pp. 13\u201324 (2013)","DOI":"10.1145\/2488388.2488391"},{"key":"46_CR13","doi-asserted-by":"crossref","unstructured":"Bucak, S.S., Jin, R., Jain, A.K.: Multi-label learning with incomplete class assignments. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2801\u20132808 (2011)","DOI":"10.1109\/CVPR.2011.5995734"},{"key":"46_CR14","doi-asserted-by":"crossref","unstructured":"Verma, Y., Jawahar, C.V.: Exploring svm for image annotation in presence of confusing labels. In: British Machine Vision Conference (BMVC) (2013)","DOI":"10.5244\/C.27.25"},{"key":"46_CR15","unstructured":"Chen, M., Zheng, A., Weinberger, K.: Fast image tagging. In: Proceedings of the 30th International Conference on Machine Learning (ICML), pp. 1274\u20131282 (2013)"},{"key":"46_CR16","unstructured":"Yu, H.F., Jain, P., Kar, P., Dhillon, I.S.: Large-scale multi-label learning with missing labels. In: Proceedings of the 30th International Conference on Machine Learning (ICML) (2013)"},{"key":"46_CR17","doi-asserted-by":"publisher","first-page":"466","DOI":"10.1016\/j.cviu.2012.09.006","volume":"117","author":"A Binder","year":"2013","unstructured":"Binder, A., Samek, W., M\u00fcller, K.R., Kawanabe, M.: Enhanced representation and multi-task learning for image annotation. Comput. Vis. Image Underst. (CVIU) 117, 466\u2013478 (2013)","journal-title":"Comput. Vis. Image Underst. (CVIU)"},{"key":"46_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1007\/978-3-642-17711-8_16","volume-title":"Recognizing Patterns in Signals, Speech, Images and Videos","author":"I Dimitrovski","year":"2010","unstructured":"Dimitrovski, I., Kocev, D., Loskovska, S., D\u017eeroski, S.: Detection of visual concepts and annotation of images using ensembles of trees for hierarchical multi-label classification. In: \u00dcnay, D., \u00c7ataltepe, Z., Aksoy, S. (eds.) ICPR 2010. LNCS, vol. 6388, pp. 152\u2013161. Springer, Heidelberg (2010)"},{"key":"46_CR19","unstructured":"Lou, X., Hamprecht, F.A.: Structured learning from partial annotations. In: Proceedings of the 29th International Conference on Machine Learning (ICML), pp. 1519\u20131526 (2012)"},{"key":"46_CR20","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1007\/s11263-012-0561-4","volume":"104","author":"JJ McAuley","year":"2013","unstructured":"McAuley, J.J., Ramisa, A., Caetano, T.S.: Optimization of robust loss functions for weakly-labeled image taxonomies. Int. J. Comput. Vis. (IJCV) 104, 343\u2013361 (2013)","journal-title":"Int. J. Comput. Vis. (IJCV)"},{"key":"46_CR21","doi-asserted-by":"crossref","unstructured":"Yu, C.N.J., Joachims, T.: Learning structural svms with latent variables. In: Proceedings of the 26th International Conference on Machine Learning (ICML), pp. 1169\u20131176 (2009)","DOI":"10.1145\/1553374.1553523"},{"key":"46_CR22","doi-asserted-by":"crossref","unstructured":"Deng, J., Dong, W., Socher, R., Li, L.J., Li, K., Fei-Fei, L.: Imagenet: a large-scale hierarchical image database. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 248\u2013255 (2009)","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"46_CR23","doi-asserted-by":"publisher","first-page":"1582","DOI":"10.1109\/TPAMI.2009.154","volume":"32","author":"KE Van De Sande","year":"2010","unstructured":"Van De Sande, K.E., Gevers, T., Snoek, C.G.: Evaluating color descriptors for object and scene recognition. IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI) 32, 1582\u20131596 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI)"},{"key":"46_CR24","unstructured":"Shalev-Shwartz, S., Singer, Y., Srebro, N.: Primal estimated sub-gradient solver for SVM. In: Proceedings of the 24th International Conference on Machine Learning (ICML) (2007)"},{"key":"46_CR25","doi-asserted-by":"crossref","unstructured":"Platt, J.C.: Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods. In: Advances in Large Margin Classifiers, pp. 61\u201374 (1999)","DOI":"10.7551\/mitpress\/1113.003.0008"},{"key":"46_CR26","unstructured":"Hariharan, B., Zelnik-manor, L., Vishwanathan, S.V.N., Varma, M.: Large scale max-margin multi-label classification with priors. In: Proceedings of the 27th International Conference on Machine Learning (ICML) (2010)"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ACCV 2014"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-16865-4_46","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,22]],"date-time":"2025-05-22T15:21:22Z","timestamp":1747927282000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-16865-4_46"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319168647","9783319168654"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-16865-4_46","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"16 April 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}