@article{hu2018hashing,
  title={Hashing with angular reconstructive embeddings},
  author={Hu, Mengqiu and Yang, Yang and Shen, Fumin and Xie, Ning and Shen, Heng Tao},
  journal={IEEE Transactions on Image Processing},
  volume={27},
  number={2},
  pages={545--555},
  year={2018},
  publisher={IEEE}
}

@article{song2018quantization,
  title={Quantization-based hashing: a general framework for scalable image and video retrieval},
  author={Song, Jingkuan and Gao, Lianli and Liu, Li and Zhu, Xiaofeng and Sebe, Nicu},
  journal={Pattern Recognition},
  volume={75},
  pages={175--187},
  year={2018},
  publisher={Elsevier}
}

@article{song2018self,
  title={Self-Supervised Video Hashing with Hierarchical Binary Auto-encoder},
  author={Song, Jingkuan and Zhang, Hanwang and Li, Xiangpeng and Gao, Lianli and Wang, Meng and Hong, Richang},
  journal={arXiv preprint arXiv:1802.02305},
  year={2018}
}

@inproceedings{wu2017unsupervised,
  title={Unsupervised deep video hashing with balanced rotation},
  author={Wu, Gengshen and Liu, Li and Guo, Yuchen and Ding, Guiguang and Han, Jungong and Shen, Jialie and Shao, Ling},
  year={2017},
  organization={IJCAI}
}

@article{song2017binary,
  title={Binary Generative Adversarial Networks for Image Retrieval},
  author={Song, Jingkuan},
  journal={arXiv preprint arXiv:1708.04150},
  year={2017}
}

@article{shen2017semi,
  title={Semi-paired discrete hashing: Learning latent hash codes for semi-paired cross-view retrieval},
  author={Shen, Xiaobo and Shen, Fumin and Sun, Quan-Sen and Yang, Yang and Yuan, Yun-Hao and Shen, Heng Tao},
  journal={IEEE transactions on cybernetics},
  volume={47},
  number={12},
  pages={4275--4288},
  year={2017},
  publisher={IEEE}
}

@article{liong2017learning,
  title={Learning a Cross-Modal Hashing Network for Multimedia Search},
  author={Liong, Venice Erin and Lu, Jiwen and Tan, Yap-Peng},
  year={2017}
}

@inproceedings{xia2017temporal,
  title={Temporal Binary Coding for Large-Scale Video Search},
  author={Xia, Ke and Ma, Yuqing and Liu, Xianglong and Mu, Yadong and Liu, Li},
  booktitle={Proceedings of the 2017 ACM on Multimedia Conference},
  pages={333--341},
  year={2017},
  organization={ACM}
}

@article{lang2017fast,
  title={Fast graph similarity search via hashing and its application on image retrieval},
  author={Lang, Bo and Wu, Bo and Liu, Yang and Liu, Xianglong and Zhang, Boyu},
  journal={Multimedia Tools and Applications},
  pages={1--22},
  year={2017},
  publisher={Springer}
}

@inproceedings{liu2017deep,
  title={Deep sketch hashing: Fast free-hand sketch-based image retrieval},
  author={Liu, Li and Shen, Fumin and Shen, Yuming and Liu, Xianglong and Shao, Ling},
  booktitle={Proc. CVPR},
  pages={2862--2871},
  year={2017}
}

@article{song2017deep,
  title={Deep region hashing for efficient large-scale instance search from images},
  author={Song, Jingkuan and He, Tao and Gao, Lianli and Xu, Xing and Shen, Heng Tao},
  journal={arXiv preprint arXiv:1701.07901},
  year={2017}
}

@inproceedings{zhu2017exploring,
  title={Exploring Consistent Preferences: Discrete Hashing with Pair-Exemplar for Scalable Landmark Search},
  author={Zhu, Lei and Huang, Zi and Chang, Xiaojun and Song, Jingkuan and Shen, Heng Tao},
  booktitle={Proceedings of the 2017 ACM on Multimedia Conference},
  pages={726--734},
  year={2017},
  organization={ACM}
}

@article{liu2017hash,
  title={Hash bit selection for nearest neighbor search},
  author={Liu, Xianglong and He, Junfeng and Chang, Shih-Fu},
  journal={IEEE Transactions on Image Processing},
  volume={26},
  number={11},
  pages={5367--5380},
  year={2017},
  publisher={IEEE}
}

@inproceedings{andoni2017optimal,
  title={Optimal hashing-based time-space trade-offs for approximate near neighbors},
  author={Andoni, Alexandr and Laarhoven, Thijs and Razenshteyn, Ilya and Waingarten, Erik},
  booktitle={Proceedings of the Twenty-Eighth Annual ACM-SIAM Symposium on Discrete Algorithms},
  pages={47--66},
  year={2017},
  organization={Society for Industrial and Applied Mathematics}
}

@inproceedings{xu2017efficient,
  title={Efficient Binary Coding for Subspace-based Query-by-Image Video Retrieval},
  author={Xu, Ruicong and Yang, Yang and Shen, Fumin and Xie, Ning and Shen, Heng Tao},
  booktitle={Proceedings of the 2017 ACM on Multimedia Conference},
  pages={1354--1362},
  year={2017},
  organization={ACM}
}

@inproceedings{liu2017boosting,
  title={Boosting Complementary Hash Tables for Fast Nearest Neighbor Search.},
  author={Liu, Xianglong and Deng, Cheng and Mu, Yadong and Li, Zhujin},
  booktitle={AAAI},
  pages={4183--4189},
  year={2017}
}

@article{cao2017multiple,
  title={Multiple hierarchical deep hashing for large scale image retrieval},
  author={Cao, Liangfu and Gao, Lianli and Song, Jingkuan and Shen, Fumin and Wang, Yuan},
  journal={Multimedia Tools and Applications},
  pages={1--14},
  year={2017},
  publisher={Springer}
}

@article{chen2017supervised,
  title={Supervised hashing with adaptive discrete optimization for multimedia retrieval},
  author={Chen, Sixiu and Shen, Fumin and Yang, Yang and Xu, Xing and Song, Jingkuan},
  journal={Neurocomputing},
  volume={253},
  pages={97--103},
  year={2017},
  publisher={Elsevier}
}

@inproceedings{gong2015web,
  title={Web scale photo hash clustering on a single machine},
  author={Gong, Yunchao and Pawlowski, Marcin and Yang, Fei and Brandy, Louis and Bourdev, Lubomir and Fergus, Rob},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={19--27},
  year={2015}
}

@article{shen2016robust,
  title={Robust cross-view hashing for multimedia retrieval},
  author={Shen, Xiaobo and Shen, Fumin and Sun, Quan-Sen and Yuan, Yun-Hao and Shen, Heng Tao},
  journal={IEEE Signal Processing Letters},
  volume={23},
  number={6},
  pages={893--897},
  year={2016},
  publisher={IEEE}
}

@article{liu2016multimedia,
  title={Multimedia hashing and networking},
  author={Liu, Wei and Zhang, Tongtao},
  journal={IEEE MultiMedia},
  volume={23},
  number={3},
  pages={75--79},
  year={2016},
  publisher={IEEE}
}

@article{wang2016learning,
  title={Learning to hash for indexing big data��a survey},
  author={Wang, Jun and Liu, Wei and Kumar, Sanjiv and Chang, Shih-Fu},
  journal={Proceedings of the IEEE},
  volume={104},
  number={1},
  pages={34--57},
  year={2016},
  publisher={IEEE}
}

@inproceedings{ellis2016placing,
  title={Placing Broadcast News Videos in their Social Media Context using Hashtags},
  author={Ellis, Joseph G and Karaman, Svebor and Li, Hongzhi and Shim, Hong Bin and Chang, Shih-Fu},
  booktitle={Proceedings of the 2016 ACM on Multimedia Conference},
  pages={684--688},
  year={2016},
  organization={ACM}
}

@article{andoni2016approximate,
  title={Approximate near neighbors for general symmetric norms},
  author={Andoni, Alexandr and Nguyen, Huy L and Nikolov, Aleksandar and Razenshteyn, Ilya and Waingarten, Erik},
  journal={arXiv preprint arXiv:1611.06222},
  year={2016}
}

@article{indyk2016simultaneous,
  title={Simultaneous nearest neighbor search},
  author={Indyk, Piotr and Kleinberg, Robert and Mahabadi, Sepideh and Yuan, Yang},
  journal={arXiv preprint arXiv:1604.02188},
  year={2016}
}

@inproceedings{liu2016deep,
  title={Deep supervised hashing for fast image retrieval},
  author={Liu, Haomiao and Wang, Ruiping and Shan, Shiguang and Chen, Xilin},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={2064--2072},
  year={2016}
}

@article{shen2015hashing,
  title={Hashing on nonlinear manifolds},
  author={Shen, Fumin and Shen, Chunhua and Shi, Qinfeng and van den Hengel, Anton and Tang, Zhenmin and Shen, Heng Tao},
  journal={IEEE Transactions on Image Processing},
  volume={24},
  number={6},
  pages={1839--1851},
  year={2015},
  publisher={IEEE}
}

@inproceedings{zhou2015deep,
  title={Deep self-taught hashing for image retrieval},
  author={Zhou, Ke and Liu, Yu and Song, Jingkuan and Yan, Linyu and Zou, Fuhao and Shen, Fumin},
  booktitle={Proceedings of the 23rd ACM international conference on Multimedia},
  pages={1215--1218},
  year={2015},
  organization={ACM}
}

@inproceedings{gao2015scalable,
  title={Scalable multimedia retrieval by deep learning hashing with relative similarity learning},
  author={Gao, Lianli and Song, Jingkuan and Zou, Fuhao and Zhang, Dongxiang and Shao, Jie},
  booktitle={Proceedings of the 23rd ACM international conference on Multimedia},
  pages={903--906},
  year={2015},
  organization={ACM}
}

@inproceedings{andoni2015optimal,
  title={Optimal data-dependent hashing for approximate near neighbors},
  author={Andoni, Alexandr and Razenshteyn, Ilya},
  booktitle={Proceedings of the forty-seventh annual ACM symposium on Theory of computing},
  pages={793--801},
  year={2015},
  organization={ACM}
}

@inproceedings{song2015supervised,
  title={Supervised hashing with pseudo labels for scalable multimedia retrieval},
  author={Song, Jingkuan and Gao, Lianli and Yan, Yan and Zhang, Dongxiang and Sebe, Nicu},
  booktitle={Proceedings of the 23rd ACM international conference on Multimedia},
  pages={827--830},
  year={2015},
  organization={ACM}
}

@article{liu2014mixed,
  title={Mixed image-keyword query adaptive hashing over multilabel images},
  author={Liu, Xianglong and Mu, Yadong and Lang, Bo and Chang, Shih-Fu},
  journal={ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM)},
  volume={10},
  number={2},
  pages={22},
  year={2014},
  publisher={ACM}
}

@inproceedings{leng2014random,
  title={Random subspace for binary codes learning in large scale image retrieval},
  author={Leng, Cong and Cheng, Jian and Lu, Hanqing},
  booktitle={Proceedings of the 37th international ACM SIGIR conference on Research \& development in information retrieval},
  pages={1031--1034},
  year={2014},
  organization={ACM}
}

@article{cheng2014semi,
  title={Semi-supervised multi-graph hashing for scalable similarity search},
  author={Cheng, Jian and Leng, Cong and Li, Peng and Wang, Meng and Lu, Hanqing},
  journal={Computer Vision and Image Understanding},
  volume={124},
  pages={12--21},
  year={2014},
  publisher={Elsevier}
}

@inproceedings{abdullah2014spectral,
  title={Spectral approaches to nearest neighbor search},
  author={Abdullah, Amirali and Andoni, Alexandr and Kannan, Ravindran and Krauthgamer, Robert},
  booktitle={Foundations of Computer Science (FOCS), 2014 IEEE 55th Annual Symposium on},
  pages={581--590},
  year={2014},
  organization={IEEE}
}

@article{sundaram2013streaming,
  title={Streaming similarity search over one billion tweets using parallel locality-sensitive hashing},
  author={Sundaram, Narayanan and Turmukhametova, Aizana and Satish, Nadathur and Mostak, Todd and Indyk, Piotr and Madden, Samuel and Dubey, Pradeep},
  journal={Proceedings of the VLDB Endowment},
  volume={6},
  number={14},
  pages={1930--1941},
  year={2013},
  publisher={VLDB Endowment}
}

@article{li2013spectral,
  title={Spectral hashing with semantically consistent graph for image indexing},
  author={Li, Peng and Wang, Meng and Cheng, Jian and Xu, Changsheng and Lu, Hanqing},
  journal={IEEE Transactions on Multimedia},
  volume={15},
  number={1},
  pages={141--152},
  year={2013},
  publisher={IEEE}
}

@inproceedings{zhu2013linear,
  title={Linear cross-modal hashing for efficient multimedia search},
  author={Zhu, Xiaofeng and Huang, Zi and Shen, Heng Tao and Zhao, Xin},
  booktitle={Proceedings of the 21st ACM international conference on Multimedia},
  pages={143--152},
  year={2013},
  organization={ACM}
}

@inproceedings{song2013effective,
  title={Effective hashing for large-scale multimedia search},
  author={Song, Jingkuan},
  booktitle={Proceedings of the 2013 SIGMOD/PODS Ph. D. symposium},
  pages={55--60},
  year={2013},
  organization={ACM}
}

@article{zhu2013sparse,
  title={Sparse hashing for fast multimedia search},
  author={Zhu, Xiaofeng and Huang, Zi and Cheng, Hong and Cui, Jiangtao and Shen, Heng Tao},
  journal={ACM Transactions on Information Systems (TOIS)},
  volume={31},
  number={2},
  pages={9},
  year={2013},
  publisher={ACM}
}

@article{gong2013iterative,
  title={Iterative quantization: A procrustean approach to learning binary codes for large-scale image retrieval},
  author={Gong, Yunchao and Lazebnik, Svetlana and Gordo, Albert and Perronnin, Florent},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={35},
  number={12},
  pages={2916--2929},
  year={2013},
  publisher={IEEE}
}

@article{mu2012multimedia,
  title={Multimedia semantics-aware query-adaptive hashing with bits reconfigurability},
  author={Mu, Yadong and Chen, Xiangyu and Liu, Xianglong and Chua, Tat-Seng and Yan, Shuicheng},
  journal={International Journal of Multimedia Information Retrieval},
  volume={1},
  number={1},
  pages={59--70},
  year={2012},
  publisher={Springer}
}

@inproceedings{liu2012compact,
  title={Compact hashing for mixed image-keyword query over multi-label images},
  author={Liu, Xianglong and Mu, Yadong and Lang, Bo and Chang, Shih-Fu},
  booktitle={Proceedings of the 2nd ACM International Conference on Multimedia Retrieval},
  pages={18},
  year={2012},
  organization={ACM}
}

@inproceedings{song2011multiple,
  title={Multiple feature hashing for real-time large scale near-duplicate video retrieval},
  author={Song, Jingkuan and Yang, Yi and Huang, Zi and Shen, Heng Tao and Hong, Richang},
  booktitle={Proceedings of the 19th ACM international conference on Multimedia},
  pages={423--432},
  year={2011},
  organization={ACM}
}

@article{li2011theory,
  title={Theory and applications of b-bit minwise hashing},
  author={Li, Ping and K{\"o}nig, Arnd Christian},
  journal={Communications of the ACM},
  volume={54},
  number={8},
  pages={101--109},
  year={2011},
  publisher={ACM}
}

@inproceedings{andoni2011nearest,
  title={Nearest Neighbor Search in High-Dimensional Spaces.},
  author={Andoni, Alexandr},
  booktitle={MFCS},
  pages={1},
  year={2011}
}

@inproceedings{he2010scalable,
  title={Scalable similarity search with optimized kernel hashing},
  author={He, Junfeng and Liu, Wei and Chang, Shih-Fu},
  booktitle={Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages={1129--1138},
  year={2010},
  organization={ACM}
}

@article{sundaram2013streaming,
  title={Streaming similarity search over one billion tweets using parallel locality-sensitive hashing},
  author={Sundaram, Narayanan and Turmukhametova, Aizana and Satish, Nadathur and Mostak, Todd and Indyk, Piotr and Madden, Samuel and Dubey, Pradeep},
  journal={Proceedings of the VLDB Endowment},
  volume={6},
  number={14},
  pages={1930--1941},
  year={2013},
  publisher={VLDB Endowment}
}

@article{song2017binary,
  title={Binary Generative Adversarial Networks for Image Retrieval},
  author={Song, Jingkuan},
  journal={arXiv preprint arXiv:1708.04150},
  year={2017}
}

@inproceedings{zhang2017large,
  title={Large-Margin Supervised Hashing},
  author={Zhang, Xiaopeng and Zhang, Hui and Chen, Yong and Liu, Xianglong},
  booktitle={International Conference on Neural Information Processing},
  pages={259--269},
  year={2017},
  organization={Springer}
}

@article{chen2017accelerated,
  title={Accelerated Manhattan hashing via bit-remapping with location information},
  author={Chen, Wenshuo and Ding, Guiguang and Lin, Zijia and Pei, Jisheng},
  journal={Multimedia Tools and Applications},
  volume={76},
  number={2},
  pages={2441--2466},
  year={2017},
  publisher={Springer}
}

@inproceedings{feng2017deep,
  title={Deep image set hashing},
  author={Feng, Jie and Karaman, Svebor and Chang, Shih-Fu},
  booktitle={Applications of Computer Vision (WACV), 2017 IEEE Winter Conference on},
  pages={1241--1250},
  year={2017},
  organization={IEEE}
}

@article{Shrivastava2016Scalable,
  title={Scalable and Sustainable Deep Learning via Randomized Hashing},
  author={Shrivastava, Anshumali and Shrivastava, Anshumali},
  pages={445-454},
  year={2016},
}

@inproceedings{zhu2016deep,
  title={Deep Hashing Network for Efficient Similarity Retrieval.},
  author={Zhu, Han and Long, Mingsheng and Wang, Jianmin and Cao, Yue},
  booktitle={AAAI},
  pages={2415--2421},
  year={2016}
}

@article{song2016distance,
  title={A distance-computation-free search scheme for binary code databases},
  author={Song, Jingkuan and Shen, Heng Tao and Wang, Jianfeng and Huang, Zi and Sebe, Nicu and Wang, Jingdong},
  journal={IEEE Transactions on Multimedia},
  volume={18},
  number={3},
  pages={484--495},
  year={2016},
  publisher={IEEE}
}

@article{shen2016fast,
  title={A fast optimization method for general binary code learning},
  author={Shen, Fumin and Zhou, Xiang and Yang, Yang and Song, Jingkuan and Shen, Heng Tao and Tao, Dacheng},
  journal={IEEE Transactions on Image Processing},
  volume={25},
  number={12},
  pages={5610--5621},
  year={2016},
  publisher={IEEE}
}

@article{shen2015hashing,
  title={Hashing on nonlinear manifolds},
  author={Shen, Fumin and Shen, Chunhua and Shi, Qinfeng and van den Hengel, Anton and Tang, Zhenmin and Shen, Heng Tao},
  journal={IEEE Transactions on Image Processing},
  volume={24},
  number={6},
  pages={1839--1851},
  year={2015},
  publisher={IEEE}
}

@inproceedings{zhou2015deep,
  title={Deep self-taught hashing for image retrieval},
  author={Zhou, Ke and Liu, Yu and Song, Jingkuan and Yan, Linyu and Zou, Fuhao and Shen, Fumin},
  booktitle={Proceedings of the 23rd ACM international conference on Multimedia},
  pages={1215--1218},
  year={2015},
  organization={ACM}
}

@inproceedings{liong2015deep,
  title={Deep hashing for compact binary codes learning.},
  author={Liong, Venice Erin and Lu, Jiwen and Wang, Gang and Moulin, Pierre and Zhou, Jie and others},
  booktitle={CVPR},
  volume={1},
  number={2},
  pages={3},
  year={2015}
}

@inproceedings{leng2015online,
  title={Online sketching hashing},
  author={Leng, Cong and Wu, Jiaxiang and Cheng, Jian and Bai, Xiao and Lu, Hanqing},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={2503--2511},
  year={2015}
}

@inproceedings{mu2014hash,
  title={Hash-SVM: Scalable kernel machines for large-scale visual classification},
  author={Mu, Yadong and Hua, Gang and Fan, Wei and Chang, Shih-Fu},
  booktitle={Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on},
  pages={979--986},
  year={2014},
  organization={IEEE}
}

@inproceedings{gong2013learning,
  title={Learning binary codes for high-dimensional data using bilinear projections},
  author={Gong, Yunchao and Kumar, Sanjiv and Rowley, Henry A and Lazebnik, Svetlana},
  booktitle={Computer Vision and Pattern Recognition (CVPR), 2013 IEEE Conference on},
  pages={484--491},
  year={2013},
  organization={IEEE}
}

@inproceedings{lin2013general,
  title={A general two-step approach to learning-based hashing},
  author={Lin, Guosheng and Shen, Chunhua and Suter, David and Van Den Hengel, Anton},
  booktitle={Computer Vision (ICCV), 2013 IEEE International Conference on},
  pages={2552--2559},
  year={2013},
  organization={IEEE}
}

@inproceedings{li2011hashing,
  title={Hashing algorithms for large-scale learning},
  author={Li, Ping and Shrivastava, Anshumali and Moore, Joshua L and K{\"o}nig, Arnd C},
  booktitle={Advances in neural information processing systems},
  pages={2672--2680},
  year={2011}
}

@article{hu2018hashing,
  title={From Hashing to CNNs: Training BinaryWeight Networks via Hashing},
  author={Hu, Qinghao and Wang, Peisong and Cheng, Jian},
  journal={arXiv preprint arXiv:1802.02733},
  year={2018}
}

@article{cao2017hashnet,
  title={Hashnet: Deep learning to hash by continuation},
  author={Cao, Zhangjie and Long, Mingsheng and Wang, Jianmin and Yu, Philip S},
  journal={arXiv preprint arXiv:1702.00758},
  year={2017}
}

@inproceedings{guo2017sitnet,
  title={SitNet: discrete similarity transfer network for zero-shot hashing},
  author={Guo, Yuchen and Ding, Guiguang and Han, Jungong and Gao, Yue},
  booktitle={Proceedings of the 26th International Joint Conference on Artificial Intelligence},
  pages={1767--1773},
  year={2017},
  organization={AAAI Press}
}

@inproceedings{indyk2017practical,
  title={Practical Data-Dependent Metric Compression with Provable Guarantees},
  author={Indyk, Piotr and Razenshteyn, Ilya and Wagner, Tal},
  booktitle={Advances in Neural Information Processing Systems},
  pages={2614--2623},
  year={2017}
}

@inproceedings{indyk2017near,
  title={Near-optimal (euclidean) metric compression},
  author={Indyk, Piotr and Wagner, Tal},
  booktitle={Proceedings of the Twenty-Eighth Annual ACM-SIAM Symposium on Discrete Algorithms},
  pages={710--723},
  year={2017},
  organization={SIAM}
}

@inproceedings{shen2017deep,
  title={Deep asymmetric pairwise hashing},
  author={Shen, Fumin and Gao, Xin and Liu, Li and Yang, Yang and Shen, Heng Tao},
  booktitle={Proceedings of the 2017 ACM on Multimedia Conference},
  pages={1522--1530},
  year={2017},
  organization={ACM}
}