{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T06:32:04Z","timestamp":1769063524892,"version":"3.49.0"},"publisher-location":"Cham","reference-count":52,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030012694","type":"print"},{"value":"9783030012700","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-01270-0_12","type":"book-chapter","created":{"date-parts":[[2018,10,5]],"date-time":"2018-10-05T22:07:51Z","timestamp":1538777271000},"page":"196-212","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":95,"title":["Hard-Aware Point-to-Set Deep Metric for Person Re-identification"],"prefix":"10.1007","author":[{"given":"Rui","family":"Yu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiyong","family":"Dou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Song","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhaoxiang","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongchao","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,10,6]]},"reference":[{"key":"12_CR1","doi-asserted-by":"crossref","unstructured":"Ahmed, E., Jones, M., Marks, T.K.: An improved deep learning architecture for person re-identification. In: CVPR, pp. 3908\u20133916 (2015)","DOI":"10.1109\/CVPR.2015.7299016"},{"key":"12_CR2","doi-asserted-by":"crossref","unstructured":"Bai, S., Bai, X., Tian, Q.: Scalable person re-identification on supervised smoothed manifold. In: CVPR, pp. 2530\u20132539 (2017)","DOI":"10.1109\/CVPR.2017.358"},{"key":"12_CR3","doi-asserted-by":"crossref","unstructured":"Chang, X., Hospedales, T.M., Xiang, T.: Multi-level factorisation net for person re-identification. In: CVPR, pp. 2109\u20132118 (2018)","DOI":"10.1109\/CVPR.2018.00225"},{"key":"12_CR4","doi-asserted-by":"crossref","unstructured":"Chen, W., Chen, X., Zhang, J., Huang, K.: Beyond triplet loss: a deep quadruplet network for person re-identification. In: CVPR, pp. 403\u2013412 (2017)","DOI":"10.1109\/CVPR.2017.145"},{"key":"12_CR5","doi-asserted-by":"crossref","unstructured":"Chen, W., Chen, X., Zhang, J., Huang, K.: A multi-task deep network for person re-identification. In: AAAI, pp. 3988\u20133994 (2017)","DOI":"10.1609\/aaai.v31i1.11201"},{"issue":"2","key":"12_CR6","doi-asserted-by":"publisher","first-page":"392","DOI":"10.1109\/TPAMI.2017.2666805","volume":"40","author":"YC Chen","year":"2018","unstructured":"Chen, Y.C., Zhu, X., Zheng, W.S., Lai, J.H.: Person re-identification by camera correlation aware feature augmentation. IEEE TPAMI 40(2), 392\u2013408 (2018)","journal-title":"IEEE TPAMI"},{"key":"12_CR7","doi-asserted-by":"crossref","unstructured":"Cheng, D., Gong, Y., Zhou, S., Wang, J., Zheng, N.: Person re-identification by multi-channel parts-based CNN with improved triplet loss function. In: CVPR, pp. 1335\u20131344 (2016)","DOI":"10.1109\/CVPR.2016.149"},{"issue":"10","key":"12_CR8","doi-asserted-by":"publisher","first-page":"2993","DOI":"10.1016\/j.patcog.2015.04.005","volume":"48","author":"S Ding","year":"2015","unstructured":"Ding, S., Lin, L., Wang, G., Chao, H.: Deep feature learning with relative distance comparison for person re-identification. Pattern Recognit. 48(10), 2993\u20133003 (2015)","journal-title":"Pattern Recognit."},{"key":"12_CR9","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: CVPR, pp. 770\u2013778 (2016)","DOI":"10.1109\/CVPR.2016.90"},{"key":"12_CR10","unstructured":"Hermans, A., Beyer, L., Leibe, B.: In defense of the triplet loss for person re-identification (2017). arXiv:1703.07737"},{"issue":"1","key":"12_CR11","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1109\/TPAMI.2010.57","volume":"33","author":"H Jegou","year":"2011","unstructured":"Jegou, H., Douze, M., Schmid, C.: Product quantization for nearest neighbor search. IEEE TPAMI 33(1), 117\u2013128 (2011)","journal-title":"IEEE TPAMI"},{"key":"12_CR12","unstructured":"Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. In: ICLR (2015)"},{"key":"12_CR13","doi-asserted-by":"crossref","unstructured":"Krause, J., Stark, M., Deng, J., Fei-Fei, L.: 3d object representations for fine-grained categorization. In: ICCV Workshop, pp. 554\u2013561 (2013)","DOI":"10.1109\/ICCVW.2013.77"},{"key":"12_CR14","doi-asserted-by":"crossref","unstructured":"Kumar, V.B., Harwood, B., Carneiro, G., Reid, I., Drummond, T.: Smart mining for deep metric learning. In: ICCV, pp. 2821\u20132829 (2017)","DOI":"10.1109\/ICCV.2017.307"},{"key":"12_CR15","doi-asserted-by":"crossref","unstructured":"Li, D., Chen, X., Zhang, Z., Huang, K.: Learning deep context-aware features over body and latent parts for person re-identification. In: CVPR, pp. 384\u2013393 (2017)","DOI":"10.1109\/CVPR.2017.782"},{"key":"12_CR16","doi-asserted-by":"crossref","unstructured":"Li, W., Zhao, R., Xiao, T., Wang, X.: Deepreid: Deep filter pairing neural network for person re-identification. In: CVPR, pp. 152\u2013159 (2014)","DOI":"10.1109\/CVPR.2014.27"},{"key":"12_CR17","doi-asserted-by":"crossref","unstructured":"Li, W., Zhu, X., Gong, S.: Person re-identification by deep joint learning of multi-loss classification. In: IJCAI, pp. 2194\u20132200 (2017)","DOI":"10.24963\/ijcai.2017\/305"},{"key":"12_CR18","doi-asserted-by":"crossref","unstructured":"Li, W., Zhu, X., Gong, S.: Harmonious attention network for person re-identification. In: CVPR, pp. 2285\u20132294 (2018)","DOI":"10.1109\/CVPR.2018.00243"},{"key":"12_CR19","doi-asserted-by":"crossref","unstructured":"Lin, J., Ren, L., Lu, J., Feng, J., Zhou, J.: Consistent-aware deep learning for person re-identification in a camera network. In: CVPR, pp. 5771\u20135780 (2017)","DOI":"10.1109\/CVPR.2017.362"},{"key":"12_CR20","unstructured":"Lin, Y., Zheng, L., Zheng, Z., Wu, Y., Yang, Y.: Improving person re-identification by attribute and identity learning (2017). arXiv:1703.07220"},{"key":"12_CR21","unstructured":"Maaten, L.v.d., Hinton, G.: Visualizing data using t-sne. JMLR 9, 2579\u20132605 (2008)"},{"key":"12_CR22","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511809071","volume-title":"Introduction to Information Retrieval","author":"CD Manning","year":"2008","unstructured":"Manning, C.D., Raghavan, P., Sch\u00fctze, H., et al.: Introduction to Information Retrieval. Cambridge University Press, Cambridge (2008)"},{"key":"12_CR23","doi-asserted-by":"crossref","unstructured":"McLaughlin, N., Martinez del Rincon, J., Miller, P.: Recurrent convolutional network for video-based person re-identification. In: CVPR, pp. 1325\u20131334 (2016)","DOI":"10.1109\/CVPR.2016.148"},{"key":"12_CR24","doi-asserted-by":"crossref","unstructured":"Movshovitz-Attias, Y., Toshev, A., Leung, T.K., Ioffe, S., Singh, S.: No fuss distance metric learning using proxies. In: ICCV, pp. 360\u2013368 (2017)","DOI":"10.1109\/ICCV.2017.47"},{"key":"12_CR25","doi-asserted-by":"crossref","unstructured":"Oh Song, H., Xiang, Y., Jegelka, S., Savarese, S.: Deep metric learning via lifted structured feature embedding. In: CVPR, pp. 4004\u20134012 (2016)","DOI":"10.1109\/CVPR.2016.434"},{"key":"12_CR26","doi-asserted-by":"crossref","unstructured":"Qian, X., Fu, Y., Jiang, Y.G., Xiang, T., Xue, X.: Multi-scale deep learning architectures for person re-identification. In: ICCV, pp. 5399\u20135408 (2017)","DOI":"10.1109\/ICCV.2017.577"},{"key":"12_CR27","first-page":"17","volume-title":"Lecture Notes in Computer Science","author":"Ergys Ristani","year":"2016","unstructured":"Ristani, E., Solera, F., Zou, R., Cucchiara, R., Tomasi, C.: Performance measures and a data set for multi-target, multi-camera tracking. In: ECCV Workshop, pp. 17\u201335 (2016)"},{"key":"12_CR28","doi-asserted-by":"crossref","unstructured":"Schroff, F., Kalenichenko, D., Philbin, J.: Facenet: a unified embedding for face recognition and clustering. In: CVPR, pp. 815\u2013823 (2015)","DOI":"10.1109\/CVPR.2015.7298682"},{"key":"12_CR29","doi-asserted-by":"crossref","unstructured":"Schumann, A., Stiefelhagen, R.: Person re-identification by deep learning attribute-complementary information. In: CVPR Workshop, pp. 1435\u20131443 (2017)","DOI":"10.1109\/CVPRW.2017.186"},{"key":"12_CR30","doi-asserted-by":"crossref","unstructured":"Shi, H., Yang, Y., Zhu, X., Liao, S., Lei, Z., Zheng, W., Li, S.Z.: Embedding deep metric for person re-identification: a study against large variations. In: ECCV, pp. 732\u2013748 (2016)","DOI":"10.1007\/978-3-319-46448-0_44"},{"key":"12_CR31","unstructured":"Sohn, K.: Improved deep metric learning with multi-class n-pair loss objective. In: NIPS, pp. 1857\u20131865 (2016)"},{"key":"12_CR32","doi-asserted-by":"crossref","unstructured":"Song, H.O., Jegelka, S., Rathod, V., Murphy, K.: Deep metric learning via facility location. In: CVPR, pp. 5382\u20135390 (2017)","DOI":"10.1109\/CVPR.2017.237"},{"key":"12_CR33","doi-asserted-by":"crossref","unstructured":"Song, H.O., Xiang, Y., Jegelka, S., Savarese, S.: Deep metric learning via lifted structured feature embedding. In: CVPR, pp. 4004\u20134012 (2016)","DOI":"10.1109\/CVPR.2016.434"},{"key":"12_CR34","doi-asserted-by":"crossref","unstructured":"Su, C., Li, J., Zhang, S., Xing, J., Gao, W., Tian, Q.: Pose-driven deep convolutional model for person re-identification. In: ICCV, pp. 3960\u20133969 (2017)","DOI":"10.1109\/ICCV.2017.427"},{"key":"12_CR35","doi-asserted-by":"crossref","unstructured":"Sun, Y., Zheng, L., Deng, W., Wang, S.: SVDNet for pedestrian retrieval. In: ICCV, pp. 3800\u20133808 (2017)","DOI":"10.1109\/ICCV.2017.410"},{"key":"12_CR36","doi-asserted-by":"crossref","unstructured":"Varior, R.R., Haloi, M., Wang, G.: Gated siamese convolutional neural network architecture for human re-identification. In: ECCV, pp. 791\u2013808 (2016)","DOI":"10.1007\/978-3-319-46484-8_48"},{"key":"12_CR37","doi-asserted-by":"crossref","unstructured":"Varior, R.R., Shuai, B., Lu, J., Xu, D., Wang, G.: A siamese long short-term memory architecture for human re-identification. In: ECCV, pp. 135\u2013153 (2016)","DOI":"10.1007\/978-3-319-46478-7_9"},{"key":"12_CR38","unstructured":"Wah, C., Branson, S., Welinder, P., Perona, P., Belongie, S.: The caltech-ucsd birds-200-2011 dataset (2011)"},{"key":"12_CR39","doi-asserted-by":"crossref","unstructured":"Wang, J., Zhou, F., Wen, S., Liu, X., Lin, Y.: Deep metric learning with angular loss. In: ICCV, pp. 2593\u20132601 (2017)","DOI":"10.1109\/ICCV.2017.283"},{"key":"12_CR40","first-page":"207","volume":"10","author":"KQ Weinberger","year":"2009","unstructured":"Weinberger, K.Q., Saul, L.K.: Distance metric learning for large margin nearest neighbor classification. JMLR 10, 207\u2013244 (2009)","journal-title":"JMLR"},{"key":"12_CR41","doi-asserted-by":"crossref","unstructured":"Xiao, T., Li, S., Wang, B., Lin, L., Wang, X.: Joint detection and identification feature learning for person search. In: CVPR, pp. 3415\u20133424 (2017)","DOI":"10.1109\/CVPR.2017.360"},{"key":"12_CR42","doi-asserted-by":"crossref","unstructured":"Yuan, Y., Yang, K., Zhang, C.: Hard-aware deeply cascaded embedding. In: ICCV, pp. 814\u2013823 (2017)","DOI":"10.1109\/ICCV.2017.94"},{"key":"12_CR43","doi-asserted-by":"crossref","unstructured":"Zhang, L., Xiang, T., Gong, S.: Learning a discriminative null space for person re-identification. In: CVPR, pp. 1239\u20131248 (2016)","DOI":"10.1109\/CVPR.2016.139"},{"key":"12_CR44","doi-asserted-by":"crossref","unstructured":"Zhao, H., Tian, M., Sun, S., Shao, J., Yan, J., Yi, S., Wang, X., Tang, X.: Spindle net: Person re-identification with human body region guided feature decomposition and fusion. In: CVPR, pp. 1077\u20131085 (2017)","DOI":"10.1109\/CVPR.2017.103"},{"key":"12_CR45","doi-asserted-by":"crossref","unstructured":"Zhao, L., Li, X., Wang, J., Zhuang, Y.: Deeply-learned part-aligned representations for person re-identification. In: ICCV, pp. 3219\u20133228 (2017)","DOI":"10.1109\/ICCV.2017.349"},{"key":"12_CR46","doi-asserted-by":"crossref","unstructured":"Zheng, L., Shen, L., Tian, L., Wang, S., Wang, J., Tian, Q.: Scalable person re-identification: A benchmark. In: ICCV, pp. 1116\u20131124 (2015)","DOI":"10.1109\/ICCV.2015.133"},{"key":"12_CR47","unstructured":"Zheng, L., Yang, Y., Hauptmann, A.G.: Person re-identification: Past, present and future (2016). arXiv:1610.02984"},{"key":"12_CR48","unstructured":"Zheng, Z., Zheng, L., Yang, Y.: Pedestrian alignment network for large-scale person re-identification (2017). arXiv:1707.00408"},{"key":"12_CR49","doi-asserted-by":"crossref","unstructured":"Zheng, Z., Zheng, L., Yang, Y.: Unlabeled samples generated by gan improve the person re-identification baseline in vitro. In: ICCV, pp. 3754\u20133762 (2017)","DOI":"10.1109\/ICCV.2017.405"},{"key":"12_CR50","doi-asserted-by":"crossref","unstructured":"Zhong, Z., Zheng, L., Cao, D., Li, S.: Re-ranking person re-identification with k-reciprocal encoding. In: CVPR, pp. 1318\u20131327 (2017)","DOI":"10.1109\/CVPR.2017.389"},{"key":"12_CR51","doi-asserted-by":"crossref","unstructured":"Zhou, J., Yu, P., Tang, W., Wu, Y.: Efficient online local metric adaptation via negative samples for person re-identification. In: ICCV, pp. 2420\u20132428 (2017)","DOI":"10.1109\/ICCV.2017.265"},{"key":"12_CR52","doi-asserted-by":"crossref","unstructured":"Zhou, S., Wang, J., Wang, J., Gong, Y., Zheng, N.: Point to set similarity based deep feature learning for person re-identification. In: CVPR, pp. 3741\u20133750 (2017)","DOI":"10.1109\/CVPR.2017.534"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01270-0_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,6]],"date-time":"2022-10-06T00:41:24Z","timestamp":1665016884000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01270-0_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030012694","9783030012700"],"references-count":52,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01270-0_12","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"6 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/eccv2018.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}