{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,14]],"date-time":"2025-10-14T01:09:16Z","timestamp":1760404156794,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":44,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,10,15]],"date-time":"2019-10-15T00:00:00Z","timestamp":1571097600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"National Natural Science Foundation of China","award":["61772057"],"award-info":[{"award-number":["61772057"]}]},{"name":"State Key Lab. of Software Development Environment and Jiangxi and Qingdao Research Institute of Beihang University"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,10,15]]},"DOI":"10.1145\/3343031.3350927","type":"proceedings-article","created":{"date-parts":[[2019,10,21]],"date-time":"2019-10-21T16:32:26Z","timestamp":1571675546000},"page":"1535-1542","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Deep Hashing by Discriminating Hard Examples"],"prefix":"10.1145","author":[{"given":"Cheng","family":"Yan","sequence":"first","affiliation":[{"name":"Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guansong","family":"Pang","sequence":"additional","affiliation":[{"name":"University of Adelaide, Adelaide, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Bai","sequence":"additional","affiliation":[{"name":"Beihang University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunhua","family":"Shen","sequence":"additional","affiliation":[{"name":"University of Adelaide, Adelaide, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jun","family":"Zhou","sequence":"additional","affiliation":[{"name":"Griffith University, Brisbane, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Edwin","family":"Hancock","sequence":"additional","affiliation":[{"name":"University of York & Beihang University, York, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,10,15]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Galen Andrew Raman Arora Jeff Bilmes and Karen Livescu. 2013. Deep canonical correlation analysis. In ICML. 1247--1255.  Galen Andrew Raman Arora Jeff Bilmes and Karen Livescu. 2013. Deep canonical correlation analysis. In ICML. 1247--1255."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2017.03.020"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2014.2352458"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"crossref","unstructured":"Yue Cao Bin Liu Mingsheng Long Jianmin Wang and MOE KLiss. 2018a. HashGAN: Deep Learning to Hash with Pair Conditional Wasserstein GAN. In CVPR . 1287--1296.  Yue Cao Bin Liu Mingsheng Long Jianmin Wang and MOE KLiss. 2018a. HashGAN: Deep Learning to Hash with Pair Conditional Wasserstein GAN. In CVPR . 1287--1296.","DOI":"10.1109\/CVPR.2018.00140"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"crossref","unstructured":"Yue Cao Mingsheng Long Bin Liu Jianmin Wang and MOE KLiss. 2018c. Deep Cauchy Hashing for Hamming Space Retrieval. In CVPR. 1229--1237.  Yue Cao Mingsheng Long Bin Liu Jianmin Wang and MOE KLiss. 2018c. Deep Cauchy Hashing for Hamming Space Retrieval. In CVPR. 1229--1237.","DOI":"10.1109\/CVPR.2018.00134"},{"key":"e_1_3_2_1_6_1","volume-title":"Yu","author":"Cao Yue","year":"2016","unstructured":"Yue Cao , Mingsheng Long , Jianmin Wang , Qiang Yang , and Philip S . Yu . 2016 . Deep Visual-Semantic Hashing for Cross-Modal Retrieval. In SIGKDD . 1445--1454. Yue Cao, Mingsheng Long, Jianmin Wang, Qiang Yang, and Philip S. Yu. 2016. Deep Visual-Semantic Hashing for Cross-Modal Retrieval. In SIGKDD . 1445--1454."},{"key":"e_1_3_2_1_7_1","unstructured":"Zhangjie Cao Mingsheng Long Chao Huang and Jianmin Wang. 2018b. Transfer Adversarial Hashing for Hamming Space Retrieval. In AAAI. 6698--6075.  Zhangjie Cao Mingsheng Long Chao Huang and Jianmin Wang. 2018b. Transfer Adversarial Hashing for Hamming Space Retrieval. In AAAI. 6698--6075."},{"key":"e_1_3_2_1_8_1","unstructured":"Zhangjie Cao Mingsheng Long Jianmin Wang and S Yu Philip. 2017. HashNet: Deep Learning to Hash by Continuation.. In ICCV. 5609--5618.  Zhangjie Cao Mingsheng Long Jianmin Wang and S Yu Philip. 2017. HashNet: Deep Learning to Hash by Continuation.. In ICCV. 5609--5618."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"crossref","unstructured":"Tat-Seng Chua Jinhui Tang Richang Hong Haojie Li Zhiping Luo and Yantao Zheng. 2009. NUS-WIDE: a real-world web image database from National University of Singapore. In ICMR . 48.  Tat-Seng Chua Jinhui Tang Richang Hong Haojie Li Zhiping Luo and Yantao Zheng. 2009. NUS-WIDE: a real-world web image database from National University of Singapore. In ICMR . 48.","DOI":"10.1145\/1646396.1646452"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2821921"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2016.2625747"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.193"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2678475"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2016.2610324"},{"key":"e_1_3_2_1_15_1","volume-title":"Sarah Adel Bargal, and Stan Sclaroff","author":"He Kun","year":"2018","unstructured":"Kun He , Fatih Cakir , Sarah Adel Bargal, and Stan Sclaroff . 2018 . Hashing as tie-aware learning to rank. In CVPR. 4023--4032. Kun He, Fatih Cakir, Sarah Adel Bargal, and Stan Sclaroff. 2018. Hashing as tie-aware learning to rank. In CVPR. 4023--4032."},{"key":"e_1_3_2_1_16_1","unstructured":"Kaiming He Xiangyu Zhang Shaoqing Ren and Jian Sun. 2016. Deep residual learning for image recognition. In CVPR. 770--778.  Kaiming He Xiangyu Zhang Shaoqing Ren and Jian Sun. 2016. Deep residual learning for image recognition. In CVPR. 770--778."},{"key":"e_1_3_2_1_17_1","unstructured":"Qing-Yuan Jiang and Wu-Jun Li. 2016. Deep cross-modal hashing. In CVPR. 3232--3240.  Qing-Yuan Jiang and Wu-Jun Li. 2016. Deep cross-modal hashing. In CVPR. 3232--3240."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"crossref","unstructured":"Levent Karacan Aykut Erdem and Erkut Erdem. 2015. Image matting with KL-divergence based sparse sampling. In ICCV. 424--432.  Levent Karacan Aykut Erdem and Erkut Erdem. 2015. Image matting with KL-divergence based sparse sampling. In ICCV. 424--432.","DOI":"10.1109\/ICCV.2015.56"},{"key":"e_1_3_2_1_19_1","unstructured":"Alex Krizhevsky and Geoffrey Hinton. 2009. Learning multiple layers of features from tiny images. In Techreport .  Alex Krizhevsky and Geoffrey Hinton. 2009. Learning multiple layers of features from tiny images. In Techreport ."},{"key":"e_1_3_2_1_20_1","volume-title":"Hinton","author":"Krizhevsky Alex","year":"2012","unstructured":"Alex Krizhevsky , Ilya Sutskever , and Geoffrey E . Hinton . 2012 . ImageNet classification with deep convolutional neural networks. In NIPS . 1097--1105. Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton. 2012. ImageNet classification with deep convolutional neural networks. In NIPS . 1097--1105."},{"key":"e_1_3_2_1_21_1","unstructured":"Brian Kulis and Trevor Darrell. 2009. Learning to hash with binary reconstructive embeddings. In NIPS . 1042--1050.  Brian Kulis and Trevor Darrell. 2009. Learning to hash with binary reconstructive embeddings. In NIPS . 1042--1050."},{"key":"e_1_3_2_1_22_1","unstructured":"Hanjiang Lai Yan Pan Ye Liu and Shuicheng Yan. 2015. Simultaneous feature learning and hash coding with deep neural networks. In CVPR . 3270--3278.  Hanjiang Lai Yan Pan Ye Liu and Shuicheng Yan. 2015. Simultaneous feature learning and hash coding with deep neural networks. In CVPR . 3270--3278."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2610969"},{"key":"e_1_3_2_1_24_1","unstructured":"Wu Jun Li Sheng Wang and Wang Cheng Kang. 2016. Feature learning based deep supervised hashing with pairwise labels. In IJCAI . 1711--1717.  Wu Jun Li Sheng Wang and Wang Cheng Kang. 2016. Feature learning based deep supervised hashing with pairwise labels. In IJCAI . 1711--1717."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"crossref","unstructured":"Jie Lin Zechao Li and Jinhui Tang. 2017. Discriminative Deep Hashing for Scalable Face Image Retrieval. In IJCAI . 2266--2272.  Jie Lin Zechao Li and Jinhui Tang. 2017. Discriminative Deep Hashing for Scalable Face Image Retrieval. In IJCAI . 2266--2272.","DOI":"10.24963\/ijcai.2017\/315"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"crossref","unstructured":"Tsung-Yi Lin Michael Maire Serge Belongie James Hays Pietro Perona Deva Ramanan Piotr Doll\u00e1r and C Lawrence Zitnick. 2014. Microsoft coco: Common objects in context. In ECCV. 740--755.  Tsung-Yi Lin Michael Maire Serge Belongie James Hays Pietro Perona Deva Ramanan Piotr Doll\u00e1r and C Lawrence Zitnick. 2014. Microsoft coco: Common objects in context. In ECCV. 740--755.","DOI":"10.1007\/978-3-319-10602-1_48"},{"key":"e_1_3_2_1_27_1","unstructured":"Venice Erin Liong Jiwen Lu Gang Wang Pierre Moulin and Jie Zhou. 2015. Deep hashing for compact binary codes learning. In CVPR. 2475--2483.  Venice Erin Liong Jiwen Lu Gang Wang Pierre Moulin and Jie Zhou. 2015. Deep hashing for compact binary codes learning. In CVPR. 2475--2483."},{"key":"e_1_3_2_1_28_1","unstructured":"Li Liu Fumin Shen Yuming Shen Xianglong Liu and Ling Shao. 2017c. Deep sketch hashing: Fast free-hand sketch-based image retrieval. In CVPR . 2862--2871.  Li Liu Fumin Shen Yuming Shen Xianglong Liu and Ling Shao. 2017c. Deep sketch hashing: Fast free-hand sketch-based image retrieval. In CVPR . 2862--2871."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"crossref","unstructured":"Wei Liu Jun Wang Rongrong Ji Yu-Gang Jiang and Shih-Fu Chang. 2012. Supervised hashing with kernels. In CVPR. 2074--2081.  Wei Liu Jun Wang Rongrong Ji Yu-Gang Jiang and Shih-Fu Chang. 2012. Supervised hashing with kernels. In CVPR. 2074--2081.","DOI":"10.1109\/CVPR.2012.6247912"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2505180"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2695895"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2593344"},{"key":"e_1_3_2_1_33_1","unstructured":"Xianglong Liu Lei Huang Cheng Deng Jiwen Lu and Bo Lang. 2015b. Multi-view complementary hash tables for nearest neighbor search. In CVPR . 1107--1115.  Xianglong Liu Lei Huang Cheng Deng Jiwen Lu and Bo Lang. 2015b. Multi-view complementary hash tables for nearest neighbor search. In CVPR . 1107--1115."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2729896"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"crossref","unstructured":"Fumin Shen Chunhua Shen Wei Liu and Heng Tao Shen. 2015. Supervised discrete hashing. In CVPR. 37--45.  Fumin Shen Chunhua Shen Wei Liu and Heng Tao Shen. 2015. Supervised discrete hashing. In CVPR. 37--45.","DOI":"10.1109\/CVPR.2015.7298598"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2018.2789887"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2017.2699863"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"crossref","unstructured":"Antonio Torralba Rob Fergus and Yair Weiss. 2008. Small codes and large image databases for recognition. In CVPR. 1--8.  Antonio Torralba Rob Fergus and Yair Weiss. 2008. Small codes and large image databases for recognition. In CVPR. 1--8.","DOI":"10.1109\/CVPR.2008.4587633"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.48"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2603961"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2676345"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"crossref","unstructured":"Haichuan Yang Xiao Bai Jun Zhou Peng Ren Zhihong Zhang and Jian Cheng. 2014. Adaptive object retrieval with kernel reconstructive hashing. In CVPR . 1947--1954.  Haichuan Yang Xiao Bai Jun Zhou Peng Ren Zhihong Zhang and Jian Cheng. 2014. Adaptive object retrieval with kernel reconstructive hashing. In CVPR . 1947--1954.","DOI":"10.1109\/CVPR.2014.251"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"crossref","unstructured":"Han Zhu Mingsheng Long Jianmin Wang and Yue Cao. 2016. Deep Hashing Network for efficient similarity retrieval. In AAAI. 2415--2421.  Han Zhu Mingsheng Long Jianmin Wang and Yue Cao. 2016. Deep Hashing Network for efficient similarity retrieval. In AAAI. 2415--2421.","DOI":"10.1609\/aaai.v30i1.10235"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"crossref","unstructured":"Bohan Zhuang Guosheng Lin Chunhua Shen and Ian Reid. 2016. Fast training of triplet-based deep binary embedding networks. In CVPR . 5955--5964.  Bohan Zhuang Guosheng Lin Chunhua Shen and Ian Reid. 2016. Fast training of triplet-based deep binary embedding networks. In CVPR . 5955--5964.","DOI":"10.1109\/CVPR.2016.641"}],"event":{"name":"MM '19: The 27th ACM International Conference on Multimedia","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Nice France","acronym":"MM '19"},"container-title":["Proceedings of the 27th ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3343031.3350927","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3343031.3350927","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:13:17Z","timestamp":1750201997000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3343031.3350927"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10,15]]},"references-count":44,"alternative-id":["10.1145\/3343031.3350927","10.1145\/3343031"],"URL":"https:\/\/doi.org\/10.1145\/3343031.3350927","relation":{},"subject":[],"published":{"date-parts":[[2019,10,15]]},"assertion":[{"value":"2019-10-15","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}