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深度学习:Hashing by Deep Learning(综述)

2017-05-31
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引言

网上无意间看到Hashing by Deep Learning这篇文章,其中涵盖了我之前就接触过的几种Hash方法

参考文献

[1] A. Aaai, “Supervised Matrix Factorization for Cross-Modality Hashing,” IJCAI, pp. 1767–1773, 2016.

[2] A. Gionis, P. Indyk, and R. Motwani, “Similarity Search in High Dimensions via Hashing,” VLDB ’99 Proc. 25th Int. Conf. Very Large Data Bases, vol. 99, no. 1, pp. 518–529, 1999.

[3] Y. Gong and S. Lazebnik, “Iterative Quantization: A Procrustean Approach to Learning Binary Codes.”

[4] V. Liguori, “Vector Quantization for Machine Vision,” pp. 1–9.

[5] G. Lin, C. Shen, Q. Shi, A. Van Den Hengel, and D. Suter, “Fast Supervised Hashing with Decision Trees for High-Dimensional Data,” no. ii.

[6] G. Lin, C. Shen, D. Suter, and A. van den Hengel, “A General Two-Step Approach to Learning-Based Hashing,” no. Iccv, 2013.

[7] K. Lin, H. Yang, J. Hsiao, and C. Chen, “Deep Learning of Binary Hash Codes for Fast Image Retrieval Large-scale Image Search Query,” pp. 27–35, 2015.

[8] V. E. Liong, J. Lu, G. Wang, P. Moulin, and J. Zhou, “Deep hashing for compact binary codes learning,” Proc. IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recognit., vol. 07–12–June, pp. 2475–2483, 2015.

[9] W. Liu and Y. Heights, “Hashing by Deep Learning,” pp. 1–3, 2006.

[10] W. Liu, J. Wang, R. Ji, and Y. J. S. Chang, “Supervised Hashing with Kernels,” pp. 2074–2081, 2012.

[11] W. Liu, H. Ma, H. Qi, D. Zhao, and Z. Chen, “Deep learning hashing for mobile visual search,” EURASIP J. Image Video Process., vol. 2017, no. 1, p. 17, 2017.

[12] Y. Mu and Z. Liu, “Deep Hashing: A Joint Approach for Image Signature Learning,” p. 10, 2016.

[13] A. N. Neighbor, E. Anagnostopoulos, I. Z. Emiris, and I. Psarros, “Low-quality dimension reduction and high-dimensional,” pp. 1–15, 2014.

[14] C. Science, “FP-CNNH : 一种基于深度卷积神经网络的快速图像晗希算法,” no. 9, pp. 39–47, 2016.

[15] T. Yao, F. Long, T. Mei, and Y. Rui, “Deep semantic-preserving and ranking-based hashing for image retrieval,” IJCAI Int. Jt. Conf. Artif. Intell., vol. 2016–Janua, no. c, pp. 3931–3937, 2016.

[16] R. Zhang, L. Lin, R. Zhang, W. Zuo, and L. Zhang, “Bit-scalable deep hashing with regularized similarity learning for image retrieval and person re-identification,” IEEE Trans. Image Process., vol. 24, no. 12, pp. 4766–4779, 2015.

[17] H. Zhu, M. Long, J. Wang, and Y. Cao, “Deep Hashing Network for Efficient Similarity Retrieval ∗,” Proc. 30th Conf. Artif. Intell. (AAAI 2016), no. 1, pp. 2415–2421, 2016.

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