most citedA Note on Approximate Nearest Neighbor Methods

4 citations · 6 across the 6 of their papers we have counts for

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6 papers

cs.CV2007

View Based Methods can achieve Bayes-Optimal 3D Recognition

Thomas M. Breuel

This paper proves that visual object recognition systems using only 2D Euclidean similarity measurements to compare object views against previously seen views can achieve the same…

cs.CV2007

Learning View Generalization Functions

Thomas M. Breuel

Learning object models from views in 3D visual object recognition is usually formulated either as a function approximation problem of a function describing the view-manifold of an…

cs.CV2007

Learning Similarity for Character Recognition and 3D Object Recognition

Thomas M. Breuel

I describe an approach to similarity motivated by Bayesian methods. This yields a similarity function that is learnable using a standard Bayesian methods. The relationship of the a…

cs.LG2007

On the Relationship between the Posterior and Optimal Similarity

Thomas M. Breuel

For a classification problem described by the joint density , models of $P(ω\eqω'|x,x')$ (the ``Bayesian similarity measure'') have been shown to be an optimal similarity m…

cs.GR20072 cited

Efficient Binary and Run Length Morphology and its Application to Document Image Processing

Thomas M. Breuel

This paper describes the implementation and evaluation of an open source library for mathematical morphology based on packed binary and run-length compressed images for document im…

cs.IR20074 cited

A Note on Approximate Nearest Neighbor Methods

Thomas M. Breuel

A number of authors have described randomized algorithms for solving the epsilon-approximate nearest neighbor problem. In this note I point out that the epsilon-approximate nearest…