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The top-performing systems for billion-scale high-dimensional approximate nearest neighbor (ANN) search are all based on two-layer architectures that include an indexing structure and a compressed datapoints layer.
Modeling the shape of the scene: A holistic representation of the spatial envelope
A. Oliva and A. Torralba · 2001
Earlier work this paper cites.
80 million tiny images: A large data set for nonparametric object and scene recognition
A. Torralba, R. Fergus, and W. T. Freeman · 2008
Earlier work this paper cites.
Spectral hashing
Y. Weiss, A. Torralba, and R. Fergus · 2008
Earlier work this paper cites.
Semantic hashing
R. Salakhutdinov and G. E. Hinton · 2009
Earlier work this paper cites.
Product quantization for nearest neighbor search
H. Jégou, M. Douze, and C. Schmid · 2011
Earlier work this paper cites.
Searching in one billion vectors: Re-rank with source coding
H. Jegou, R. Tavenard, M. Douze, and L. Amsaleg · 2011
Cited alongside, same era.
The inverted multi-index
A. Babenko and V. Lempitsky · 2012
Cited alongside, same era.
Optimized codebook construction and assignment for product quantization-based approximate nearest neighbor search
Y. Uchida, K. Takagi, and S. Sakazawa · 2012
Cited alongside, same era.
Optimized product quantization
T. Ge, K. He, Q. Ke, and J. Sun · 2013
Cited alongside, same era.
Optimized product quantization for approximate nearest neighbor search
T. Ge, K. He, Q. Ke, and J. Sun · 2013
Cited alongside, same era.
Cartesian k-means
M. Norouzi and D. J. Fleet · 2013
Later among the works it cites.
Order preserving hashing for approximate nearest neighbor search
J. Wang, J. Wang, N. Yu, and S. Li · 2013
Later among the works it cites.
Joint inverted indexing
Y. Xia, K. He, F. Wen, and J. Sun · 2013
Later among the works it cites.
Topology preserving hashing for similarity search
L. Zhang, Y. Zhang, J. Tang, X. Gu, J. Li, and Q. Tian · 2013
Later among the works it cites.
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