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Learning to Hashing

Implementation of various descriptor learning and feature hashing method

reference

[1] Coates, Adam, Honglak Lee, and Andrew Y. Ng. "An analysis of single-layer networks in unsupervised feature learning." Ann Arbor 1001.48109 (2010): 2.

[2] Oliva, Aude, and Antonio Torralba. "Modeling the shape of the scene: A holistic representation of the spatial envelope." International journal of computer vision 42.3 (2001): 145-175.

[3] Yunchao Gong and Svetlana Lazebnik, Iterative Quantization: A Procerustean Approach to Learning Binary Codes, 2011, CVPR.

[4] Jegou H, Douze M, Schmid C. Product quantization for nearest neighbor search[J]. IEEE transactions on pattern analysis and machine intelligence, 2011, 33(1): 117-128.

[5] Fumin Shen,Chunhua Shen,Wei Liu,Heng Tao Shen,Supervised Discrete Hashing, CVPR, 2015.

[6] Weiss Y, Torralba A, Fergus R. Spectral hashing[C]//Advances in neural information processing systems. 2009: 1753-1760.

[7] Liu W, Wang J, Kumar S, et al. Hashing with graphs[C]//Proceedings of the 28th international conference on machine learning (ICML-11). 2011: 1-8.

[8] Wang J, Kumar S, Chang S F. Semi-supervised hashing for large-scale search[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012, 34(12): 2393-2406.

[9] Liu L, Yu M, Shao L. Learning Short Binary Codes for Large-scale Image Retrieval[J]. IEEE Transactions on Image Processing, 2017.

[10] Guo Y, Ding G, Liu L, et al. Learning to Hash with Optimized Anchor Embedding for Scalable Retrieval[J]. IEEE transactions on image processing: a publication of the IEEE Signal Processing Society, 2017.

[11] Erin Liong, Venice, et al. "Deep hashing for compact binary codes learning." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015.

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Implementation of some learning-to-hash methods

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