{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T16:36:05Z","timestamp":1770741365530,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":42,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,10,12]],"date-time":"2020-10-12T00:00:00Z","timestamp":1602460800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"The National Key Research and Development Program of China","award":["No. 2018YFC0825102"],"award-info":[{"award-number":["No. 2018YFC0825102"]}]},{"name":"The National Key Research and Development Program of China","award":["No.2019YFC0850202"],"award-info":[{"award-number":["No.2019YFC0850202"]}]},{"name":"The Strategic Priority Research Program of the Chinese Academy of Sciences","award":["XDC02050200"],"award-info":[{"award-number":["XDC02050200"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,10,12]]},"DOI":"10.1145\/3394171.3414028","type":"proceedings-article","created":{"date-parts":[[2020,10,12]],"date-time":"2020-10-12T12:26:53Z","timestamp":1602505613000},"page":"3274-3282","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":35,"title":["Deep Unsupervised Hybrid-similarity Hadamard Hashing"],"prefix":"10.1145","author":[{"given":"Wanqian","family":"Zhang","sequence":"first","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"}]},{"given":"Dayan","family":"Wu","sequence":"additional","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"}]},{"given":"Yu","family":"Zhou","sequence":"additional","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"}]},{"given":"Bo","family":"Li","sequence":"additional","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"}]},{"given":"Weiping","family":"Wang","sequence":"additional","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"}]},{"given":"Dan","family":"Meng","sequence":"additional","affiliation":[{"name":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"}]}],"member":"320","published-online":{"date-parts":[[2020,10,12]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"Sarah Adel Bargal, and Stan Sclaroff","author":"Cakir Fatih","year":"2017","unstructured":"Fatih Cakir , Kun He , Sarah Adel Bargal, and Stan Sclaroff . 2017 . MIHash: Online hashing with mutual information. In ICCV. 437--445. Fatih Cakir, Kun He, Sarah Adel Bargal, and Stan Sclaroff. 2017. MIHash: Online hashing with mutual information. In ICCV. 437--445."},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"crossref","unstructured":"Yue Cao Mingsheng Long Bin Liu and Jianmin Wang. 2018a. Deep Cauchy Hashing for Hamming Space Retrieval. In CVPR. Yue Cao Mingsheng Long Bin Liu and Jianmin Wang. 2018a. Deep Cauchy Hashing for Hamming Space Retrieval. In CVPR.","DOI":"10.1109\/CVPR.2018.00134"},{"key":"e_1_3_2_2_3_1","volume-title":"Yu","author":"Cao Zhangjie","year":"2018","unstructured":"Zhangjie Cao , Ziping Sun , Mingsheng Long , Jianmin Wang , and Philip S . Yu . 2018 b. Deep Priority Hashing. In ACM MM. Zhangjie Cao, Ziping Sun, Mingsheng Long, Jianmin Wang, and Philip S. Yu. 2018b. Deep Priority Hashing. In ACM MM."},{"key":"e_1_3_2_2_4_1","volume-title":"Cheung","author":"Chen Junjie","year":"2019","unstructured":"Junjie Chen and William K . Cheung . 2019 . Similarity Preserving Deep Asymmetric Quantization for Image Retrieval. In AAAI. Junjie Chen and William K. Cheung. 2019. Similarity Preserving Deep Asymmetric Quantization for Image Retrieval. In AAAI."},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"crossref","unstructured":"Tian-yi Chen Lan Zhang Shi-cong Zhang Zi-long Li and Bai-chuan Huang. 2019 b. Extensible cross-modal hashing. In IJCAI. 2109--2115. Tian-yi Chen Lan Zhang Shi-cong Zhang Zi-long Li and Bai-chuan Huang. 2019 b. Extensible cross-modal hashing. In IJCAI. 2109--2115.","DOI":"10.24963\/ijcai.2019\/292"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"crossref","unstructured":"Yudong Chen Zhihui Lai Kaiyi Lin and Wai Keung Wong. 2019 a. Deep Supervised Hashing with Anchor Graph. In ICCV. Yudong Chen Zhihui Lai Kaiyi Lin and Wai Keung Wong. 2019 a. Deep Supervised Hashing with Anchor Graph. In ICCV.","DOI":"10.1109\/ICCV.2019.00989"},{"key":"e_1_3_2_2_7_1","first-page":"1","article-title":"NUS-WIDE: A Real-world Web Image Database from National University of Singapore","volume":"48","author":"Chua Tat-Seng","year":"2009","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 CIVR. 48 : 1 -- 48 :9. 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 CIVR. 48:1--48:9.","journal-title":"CIVR."},{"key":"e_1_3_2_2_8_1","volume-title":"Imagenet: A large-scale hierarchical image database. In CVPR. 248--255.","author":"Deng Jia","year":"2009","unstructured":"Jia Deng , Wei Dong , Richard Socher , Li-Jia Li , Kai Li , and Li Fei-Fei . 2009 . Imagenet: A large-scale hierarchical image database. In CVPR. 248--255. Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei. 2009. Imagenet: A large-scale hierarchical image database. In CVPR. 248--255."},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"crossref","unstructured":"Thanh-Toan Do Anh-Dzung Doan and Ngai-Man Cheung. 2016. Learning to Hash with Binary Deep Neural Network. In ECCV. 219--234. Thanh-Toan Do Anh-Dzung Doan and Ngai-Man Cheung. 2016. Learning to Hash with Binary Deep Neural Network. In ECCV. 219--234.","DOI":"10.1007\/978-3-319-46454-1_14"},{"key":"e_1_3_2_2_10_1","unstructured":"Aristides Gionis Piotr Indyk and Rajeev Motwani. 1999. Similarity Search in High Dimensions via Hashing. In VLDB. Aristides Gionis Piotr Indyk and Rajeev Motwani. 1999. Similarity Search in High Dimensions via Hashing. In VLDB."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"crossref","unstructured":"Yunchao Gong Svetlana Lazebnik Albert Gordo and Florent Perronnin. 2011. Iterative quantization: A procrustean approach to learning binary codes. In CVPR. Yunchao Gong Svetlana Lazebnik Albert Gordo and Florent Perronnin. 2011. Iterative quantization: A procrustean approach to learning binary codes. In CVPR.","DOI":"10.1109\/CVPR.2011.5995432"},{"key":"e_1_3_2_2_12_1","unstructured":"Yuchen Guo Xin Zhao Guiguang Ding and Jungong Han. 2018. On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. In AAAI. Yuchen Guo Xin Zhao Guiguang Ding and Jungong Han. 2018. On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. In AAAI."},{"key":"e_1_3_2_2_13_1","unstructured":"William L. Hamilton Rex Ying and Jure Leskovec. 2017. Inductive Representation Learning on Large Graphs. In NIPS. 1025--1035. William L. Hamilton Rex Ying and Jure Leskovec. 2017. Inductive Representation Learning on Large Graphs. In NIPS. 1025--1035."},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"crossref","unstructured":"Jae-Pil Heo Youngwoon Lee Junfeng He Shih-Fu Chang and Sung-Eui Yoon. 2012. Spherical hashing. In CVPR. 2957--2964. Jae-Pil Heo Youngwoon Lee Junfeng He Shih-Fu Chang and Sung-Eui Yoon. 2012. Spherical hashing. In CVPR. 2957--2964.","DOI":"10.1109\/CVPR.2012.6248024"},{"key":"e_1_3_2_2_15_1","volume-title":"Lew","author":"Huiskes Mark J.","year":"2008","unstructured":"Mark J. Huiskes and Michael S . Lew . 2008 . The MIR Flickr retrieval evaluation. In ACM MIR. Mark J. Huiskes and Michael S. Lew. 2008. The MIR Flickr retrieval evaluation. In ACM MIR."},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"crossref","unstructured":"Qing-Yuan Jiang and Wu-Jun Li. 2018. Asymmetric Deep Supervised Hashing. In AAAI. Qing-Yuan Jiang and Wu-Jun Li. 2018. Asymmetric Deep Supervised Hashing. In AAAI.","DOI":"10.1609\/aaai.v32i1.11814"},{"key":"e_1_3_2_2_17_1","volume-title":"Kipf and Max Welling","author":"Thomas","year":"2017","unstructured":"Thomas N. Kipf and Max Welling . 2017 . Semi-Supervised Classification with Graph Convolutional Networks. In ICLR. Thomas N. Kipf and Max Welling. 2017. Semi-Supervised Classification with Graph Convolutional Networks. In ICLR."},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"crossref","unstructured":"Benjamin Klein and Lior Wolf. 2019. End-to-End Supervised Product Quantization for Image Search and Retrieval. In CVPR. 5041--5050. Benjamin Klein and Lior Wolf. 2019. End-to-End Supervised Product Quantization for Image Search and Retrieval. In CVPR. 5041--5050.","DOI":"10.1109\/CVPR.2019.00518"},{"key":"e_1_3_2_2_20_1","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_2_21_1","unstructured":"Ning Li Chao Li Cheng Deng Xianglong Liu and Xinbo Gao. 2018. Deep Joint Semantic-Embedding Hashing. In IJCAI. Ning Li Chao Li Cheng Deng Xianglong Liu and Xinbo Gao. 2018. Deep Joint Semantic-Embedding Hashing. In IJCAI."},{"key":"e_1_3_2_2_22_1","unstructured":"Wu-Jun Li Sheng Wang and Wang-Cheng Kang. 2016. Feature learning based deep supervised hashing with pairwise labels. In IJCAI. Wu-Jun Li Sheng Wang and Wang-Cheng Kang. 2016. Feature learning based deep supervised hashing with pairwise labels. In IJCAI."},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"crossref","unstructured":"Kevin Lin Jiwen Lu Chu-Song Chen and Jie Zhou. 2016. Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks. In CVPR. 1183--1192. Kevin Lin Jiwen Lu Chu-Song Chen and Jie Zhou. 2016. Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks. In CVPR. 1183--1192.","DOI":"10.1109\/CVPR.2016.133"},{"key":"e_1_3_2_2_24_1","unstructured":"Mingbao Lin Rongrong Ji Hong Liu Xiaoshuai Sun Yongjian Wu and Yunsheng Wu. 2019. Towards Optimal Discrete Online Hashing with Balanced Similarity. In AAAI. Mingbao Lin Rongrong Ji Hong Liu Xiaoshuai Sun Yongjian Wu and Yunsheng Wu. 2019. Towards Optimal Discrete Online Hashing with Balanced Similarity. In AAAI."},{"key":"e_1_3_2_2_25_1","unstructured":"Mingbao Lin Rongrong Ji Hong Liu and Yongjian Wu. 2018. Supervised Online Hashing via Hadamard Codebook Learning. In ACM MM. 1635--1643. Mingbao Lin Rongrong Ji Hong Liu and Yongjian Wu. 2018. Supervised Online Hashing via Hadamard Codebook Learning. In ACM MM. 1635--1643."},{"key":"e_1_3_2_2_26_1","unstructured":"Wei Liu Cun Mu Sanjiv Kumar and Shih-Fu Chang. 2014. Discrete Graph Hashing. In NIPS. 3419--3427. Wei Liu Cun Mu Sanjiv Kumar and Shih-Fu Chang. 2014. Discrete Graph Hashing. In NIPS. 3419--3427."},{"key":"e_1_3_2_2_27_1","unstructured":"Wei Liu Jun Wang Sanjiv Kumar and Shih-Fu Chang. 2011. Hashing with Graphs. In ICML. 1--8. Wei Liu Jun Wang Sanjiv Kumar and Shih-Fu Chang. 2011. Hashing with Graphs. In ICML. 1--8."},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"crossref","unstructured":"Fumin Shen Chunhua Shen Wei Liu and Heng Tao Shen. 2015. Supervised discrete hashing. In CVPR. Fumin Shen Chunhua Shen Wei Liu and Heng Tao Shen. 2015. Supervised discrete hashing. In CVPR.","DOI":"10.1109\/CVPR.2015.7298598"},{"key":"e_1_3_2_2_29_1","volume-title":"Unsupervised deep hashing with similarity-adaptive and discrete optimization","author":"Shen Fumin","year":"2018","unstructured":"Fumin Shen , Yan Xu , Li Liu , Yang Yang , Zi Huang , and Heng Tao Shen . 2018. Unsupervised deep hashing with similarity-adaptive and discrete optimization . IEEE Trans. Pattern Anal. Mach. Intell . ( 2018 ), 3034--3044. Fumin Shen, Yan Xu, Li Liu, Yang Yang, Zi Huang, and Heng Tao Shen. 2018. Unsupervised deep hashing with similarity-adaptive and discrete optimization. IEEE Trans. Pattern Anal. Mach. Intell. (2018), 3034--3044."},{"key":"e_1_3_2_2_30_1","unstructured":"Karen Simonyan and Andrew Zisserman. 2015. Very Deep Convolutional Networks for Large-Scale Image Recognition. In ICLR. Karen Simonyan and Andrew Zisserman. 2015. Very Deep Convolutional Networks for Large-Scale Image Recognition. In ICLR."},{"key":"e_1_3_2_2_31_1","volume-title":"Visualizing Data using t-SNE. JMLR","author":"van der Maaten Laurens","year":"2008","unstructured":"Laurens van der Maaten and Geoffrey Hinton . 2008. Visualizing Data using t-SNE. JMLR ( 2008 ), 2579--2605. Laurens van der Maaten and Geoffrey Hinton. 2008. Visualizing Data using t-SNE. JMLR (2008), 2579--2605."},{"key":"e_1_3_2_2_32_1","unstructured":"Petar Velivc kovi\u0107 Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Li\u00f2 and Yoshua Bengio. 2018. Graph Attention Networks. In ICLR. Petar Velivc kovi\u0107 Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Li\u00f2 and Yoshua Bengio. 2018. Graph Attention Networks. In ICLR."},{"key":"e_1_3_2_2_33_1","unstructured":"Yair Weiss Antonio Torralba and Rob Fergus. 2009. Spectral Hashing. In NIPS. Yair Weiss Antonio Torralba and Rob Fergus. 2009. Spectral Hashing. In NIPS."},{"key":"e_1_3_2_2_34_1","unstructured":"Dayan Wu Qi Dai Jing Liu Bo Li and Weiping Wang. 2019. Deep Incremental Hashing Network for Efficient Image Retrieval. In CVPR. Dayan Wu Qi Dai Jing Liu Bo Li and Weiping Wang. 2019. Deep Incremental Hashing Network for Efficient Image Retrieval. In CVPR."},{"key":"e_1_3_2_2_35_1","unstructured":"Dayan Wu Zheng Lin Bo Li Mingzhen Ye and Weiping Wang. 2017. Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval. In ICMR. Dayan Wu Zheng Lin Bo Li Mingzhen Ye and Weiping Wang. 2017. Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval. In ICMR."},{"key":"e_1_3_2_2_36_1","unstructured":"Dayan Wu Jing Liu Bo Li and Weiping Wang. 2018. Deep Index-Compatible Hashing for Fast Image Retrieval. In ICME. Dayan Wu Jing Liu Bo Li and Weiping Wang. 2018. Deep Index-Compatible Hashing for Fast Image Retrieval. In ICME."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"crossref","unstructured":"Zhi Xiong Dayan Wu Wen Gu Haisu Zhang Bo Li and Weiping Wang. 2020. Deep Discrete Attention Guided Hashing for Face Image Retrieval. In ICMR. Zhi Xiong Dayan Wu Wen Gu Haisu Zhang Bo Li and Weiping Wang. 2020. Deep Discrete Attention Guided Hashing for Face Image Retrieval. In ICMR.","DOI":"10.1145\/3372278.3390683"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"crossref","unstructured":"Ruiqing Xu Chao Li Junchi Yan Cheng Deng and Xianglong Liu. 2019. Graph Convolutional Network Hashing for Cross-Modal Retrieval. In IJCAI. 982--988. Ruiqing Xu Chao Li Junchi Yan Cheng Deng and Xianglong Liu. 2019. Graph Convolutional Network Hashing for Cross-Modal Retrieval. In IJCAI. 982--988.","DOI":"10.24963\/ijcai.2019\/138"},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"crossref","unstructured":"Dejie Yang Dayan Wu Wanqian Zhang Haisu Zhang Bo Li and Weiping Wang. 2020. Deep Semantic-Alignment Hashing for Unsupervised Cross-Modal Retrieval. In ICMR. Dejie Yang Dayan Wu Wanqian Zhang Haisu Zhang Bo Li and Weiping Wang. 2020. Deep Semantic-Alignment Hashing for Unsupervised Cross-Modal Retrieval. In ICMR.","DOI":"10.1145\/3372278.3390673"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"crossref","unstructured":"Erkun Yang Cheng Deng Tongliang Liu Wei Liu and Dacheng Tao. 2018. Semantic Structure-based Unsupervised Deep Hashing. In IJCAI. 1064--1070. Erkun Yang Cheng Deng Tongliang Liu Wei Liu and Dacheng Tao. 2018. Semantic Structure-based Unsupervised Deep Hashing. In IJCAI. 1064--1070.","DOI":"10.24963\/ijcai.2018\/148"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"crossref","unstructured":"Erkun Yang Tongliang Liu Cheng Deng Wei Liu and Dacheng Tao. 2019. DistillHash: Unsupervised Deep Hashing by Distilling Data Pairs. In CVPR. 2946--2955. Erkun Yang Tongliang Liu Cheng Deng Wei Liu and Dacheng Tao. 2019. DistillHash: Unsupervised Deep Hashing by Distilling Data Pairs. In CVPR. 2946--2955.","DOI":"10.1109\/CVPR.2019.00306"},{"key":"e_1_3_2_2_42_1","unstructured":"Wanqian Zhang Dayan Wu Jing Liu Bo Li Xiaoyan Gu Weiping Wang and Dan Meng. 2019. Fast and Multilevel Semantic-Preserving Discrete Hashing. In BMVC. Wanqian Zhang Dayan Wu Jing Liu Bo Li Xiaoyan Gu Weiping Wang and Dan Meng. 2019. Fast and Multilevel Semantic-Preserving Discrete Hashing. In BMVC."},{"key":"e_1_3_2_2_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. Han Zhu Mingsheng Long Jianmin Wang and Yue Cao. 2016. Deep Hashing Network for Efficient Similarity Retrieval. In AAAI.","DOI":"10.1609\/aaai.v30i1.10235"}],"event":{"name":"MM '20: The 28th ACM International Conference on Multimedia","location":"Seattle WA USA","acronym":"MM '20","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 28th ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394171.3414028","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3394171.3414028","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:01:23Z","timestamp":1750197683000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394171.3414028"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,10,12]]},"references-count":42,"alternative-id":["10.1145\/3394171.3414028","10.1145\/3394171"],"URL":"https:\/\/doi.org\/10.1145\/3394171.3414028","relation":{},"subject":[],"published":{"date-parts":[[2020,10,12]]},"assertion":[{"value":"2020-10-12","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}