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» Random Projections for Manifold Learning
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81
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CORR
2010
Springer
164views Education» more  CORR 2010»
14 years 11 months ago
Random Projection Trees Revisited
The Random Projection Tree (RPTREE) structures proposed in [1] are space partitioning data structures that automatically adapt to various notions of intrinsic dimensionality of da...
Aman Dhesi, Purushottam Kar
CVPR
2008
IEEE
14 years 11 months ago
Robust learning of discriminative projection for multicategory classification on the Stiefel manifold
Learning a robust projection with a small number of training samples is still a challenging problem in face recognition, especially when the unseen faces have extreme variation in...
Duc-Son Pham, Svetha Venkatesh
MM
2006
ACM
203views Multimedia» more  MM 2006»
15 years 5 months ago
Learning image manifolds by semantic subspace projection
In many image retrieval applications, the mapping between highlevel semantic concept and low-level features is obtained through a learning process. Traditional approaches often as...
Jie Yu, Qi Tian
PRL
2010
76views more  PRL 2010»
14 years 10 months ago
Learning explicit and implicit visual manifolds by information projection
Song Chun Zhu, Kent Shi, Zhangzhang Si
104
Voted
ICCV
2007
IEEE
15 years 6 months ago
Shape Priors using Manifold Learning Techniques
We introduce a non-linear shape prior for the deformable model framework that we learn from a set of shape samples using recent manifold learning techniques. We model a category o...
Patrick Etyngier, Florent Ségonne, Renaud K...