538 citations · 2k across the 47 of their papers we have counts for
5 papers · 1 filter
Hashing on Nonlinear Manifolds
Fumin Shen, Chunhua Shen, Qinfeng Shi +3
Learning based hashing methods have attracted considerable attention due to their ability to greatly increase the scale at which existing algorithms may operate. Most of these meth…
Hashing for Similarity Search: A Survey
Jingdong Wang, Heng Tao Shen, Jingkuan Song +1
Similarity search (nearest neighbor search) is a problem of pursuing the data items whose distances to a query item are the smallest from a large database. Various methods have bee…
Face Identification with Second-Order Pooling
Fumin Shen, Chunhua Shen, Heng Tao Shen
Automatic face recognition has received significant performance improvement by developing specialised facial image representations. On the other hand, generic object recognition ha…
Face Image Classification by Pooling Raw Features
Fumin Shen, Chunhua Shen, Heng Tao Shen
We propose a very simple, efficient yet surprisingly effective feature extraction method for face recognition (about 20 lines of Matlab code), which is mainly inspired by spatial p…
Optimized Cartesian -Means
Jianfeng Wang, Jingdong Wang, Jingkuan Song +3
Product quantization-based approaches are effective to encode high-dimensional data points for approximate nearest neighbor search. The space is decomposed into a Cartesian product…