Kernel descriptors for visual recognition

L Bo, X Ren, D Fox - Advances in neural information …, 2010 - proceedings.neurips.cc
… paper is that of efficient match kernels (EMK) [1], which provides a kernel view to the frequently
… While the work on efficient match kernels is interesting, the hand-crafted SIFT features are …

Fast kernels for inexact string matching

C Leslie, R Kuang - … Theory and 7th Kernel Workshop, COLT/Kernel 2003 …, 2003 - Springer
… is linear in the length of the sequences, like the mismatch kernel, but we improve … matching
while maintaining fast computation. We describe how to compute these kernels efficiently

A performance evaluation of exact and approximate match kernels for object recognition

B Caputo, L Jie - ELCVIA Electronic Letters on Computer Vision …, 2009 - elcvia.cvc.uab.es
… between the match kernel and the pyramid match kernel for the … two other exact and
approximate matching approaches. Our … The resulting kernel is computationally very efficient, as it …

Multiple kernel learning from sets of partially matching image features

S Fu, G ShengYang, Z Hou, Z Liang… - 2008 19th International …, 2008 - ieeexplore.ieee.org
match kernel can be solved efficiently using projected gradient method. Weights on each
kernel … on a linear combination of the proposed kernels computed at multiple pyramid levels of …

Kernel sparse representation for image classification and face recognition

S Gao, IWH Tsang, LT Chia - … –ECCV 2010: 11th European Conference on …, 2010 - Springer
… By incorporating KSR into Spatial Pyramid Matching(SPM), we … Matching using Sparse
Coding(ScSPM). KSRSPM can be both regarded as the generalization of Efficient Match Kernel(…

One point isometric matching with the heat kernel

M Ovsjanikov, Q Mérigot, F Mémoli… - Computer Graphics …, 2010 - Wiley Online Library
… Using these observations, we devise an efficient algorithm which … kernel. In this Section we
briefly overview its properties and define the Heat Kernel Map, used in our isometric matching

Real-time image matching based on multiple view kernel projection

Q Wang, S You - 2007 IEEE Conference on Computer Vision …, 2007 - ieeexplore.ieee.org
… To resolve this problem, we use an effective approach, Fast Filtering Vector Approximation
(FFVA) that can efficiently match a very large high-dimensional database of image features in …

Sparse representation with kernels

S Gao, IWH Tsang, LT Chia - IEEE Transactions on Image …, 2012 - ieeexplore.ieee.org
… 2) We incorporate KSR into the Spatial Pyramid Matching framework [16… Matching (ScSPM)
[5]. We also show that KSR can be interpreted as the sparse version of Efficient Match Kernel

Efficient contour match kernel

G Tolias, O Chum - Image and Vision Computing, 2018 - Elsevier
Efficient match kernel [1] is a popular choice in applications … In efficient match kernel, all
elements of the sets are mapped … , in particular many efficient match kernels benefit from AFM. …

Semantic kernels binarized-a feature descriptor for fast and robust matching

F Zilly, C Riechert, P Eisert… - 2011 Conference for Visual …, 2011 - ieeexplore.ieee.org
… The kernel is particularly efficient to evaluate. While [13] showed that a Difference of Gaussians
can be used to approximate the Laplacian of Gaussian, SUSure’s approach is based on …