Image search with selective match kernels: aggregation across single and multiple images

G Tolias, Y Avrithis, H Jégou - International Journal of Computer Vision, 2016 - Springer
… framework for matches kernels and the selective match kernels for single images, now …
derived from multiple images, described in Sect. 5, and the application on place recognition. …

The pyramid match kernel: Discriminative classification with sets of image features

K Grauman, T Darrell - … on Computer Vision (ICCV'05) Volume …, 2005 - ieeexplore.ieee.org
… In this work we propose a pyramid match kernel – a new kernelkernel-based learning
methods. Each feature set is mapped to a multiresolution histogram that preserves the individual

Real-time image matching based on multiple view kernel projection

Q Wang, S You - 2007 IEEE Conference on Computer Vision …, 2007 - ieeexplore.ieee.org
… novel matching method for realtime finding the correspondences among different images
containing … vision, used to align two or more images taken, for example, at different times, from …

Efficient match kernel between sets of features for visual recognition

L Bo, C Sminchisescu - Advances in neural information …, 2009 - proceedings.neurips.cc
… However, it is impractical to use such kernels for large … To address this problem, we propose
efficient match kernels (EMK) that … image classification, we are given a training set of images

Interferences in match kernels

N Murray, H Jégou, F Perronnin… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
… of an image representation that embeds and aggregates a set of local descriptors into a
single vector. … When two such image representations are compared with the dot-product, the …

Learning deep match kernels for image-set classification

H Sun, X Zhen, Y Zheng, G Yang… - Proceedings of the …, 2017 - openaccess.thecvf.com
… local match kernels between images upon arc-cosine kernels, … local match kernels into a
global match kernel between image … way by kernel alignment and therefore more discriminative. …

Dynamic match kernel with deep convolutional features for image retrieval

J Yang, J Liang, H Shen, K Wang… - … on Image …, 2018 - ieeexplore.ieee.org
… Such images should not be considered as relevant pairs. To tackle this problem, … match
kernel by adaptively calculating the matching thresholds between query and candidate images

[PDF][PDF] The pyramid match kernel: Efficient learning with sets of features.

K Grauman, T Darrell - Journal of Machine Learning Research, 2007 - jmlr.org
… Finally, unlike the approach we develop here, existing bag-of-words techniques can only
compare entire images to one another, do not allow partial matchings, and cannot be used to …

A graph-matching kernel for object categorization

O Duchenne, A Joulin, J Ponce - 2011 International conference …, 2011 - ieeexplore.ieee.org
… with two images as a (non positive definite) kernel, suitable for SVM classification. … In
turn, this allows us to combine our kernel with SVMs in image classification tasks. 3. We …

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 … of the proposed kernels computed at multiple pyramid levels of image encoding, and we …