Learning deep match kernels for image-set classification

H Sun, X Zhen, Y Zheng, G Yang… - Proceedings of the …, 2017 - openaccess.thecvf.com
… by learning the weights associated with anchors in a supervised way; 2) and we are able
to compute more efficiently by just matching images assigned to the same anchors. We first …

Efficient sampling-based kernel mean matching

S Chandra, A Haque, L Khan… - 2016 IEEE 16th …, 2016 - ieeexplore.ieee.org
… distributions in a Reproducing Kernel Hilbert Space (RKHS) [6… Kernel Mean Matching
procedure by appealing to the method … efficient approach to address the above scalability …

Interferences in match kernels

N Murray, H Jégou, F Perronnin… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
… This includes the Efficient Match Kernel (EMK) which involves the projection of local
descriptors onto random Gaussian directions followed by a cosine non-linearity [14], or second-…

Dynamic match kernel with deep convolutional features for image retrieval

J Yang, J Liang, H Shen, K Wang… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
… dynamic match kernel by adaptively calculating the matching thresholds … In contrast to the
typical static match kernel which is … As a result, the proposed method is still efficient for retrieval …

Efficient deformable shape correspondence via kernel matching

M Vestner, Z Lähner, A Boyarski… - … conference on 3D …, 2017 - ieeexplore.ieee.org
… For the computation of heat kernels we used 500 Laplacian eigenfunctions. We provide
comparisons with complete matching pipelines as well as with learning-based approaches, …

Efficient deformable shape correspondence via kernel matching

Z Lähner, M Vestner, A Boyarski, O Litany… - arXiv preprint arXiv …, 2017 - arxiv.org
… For the computation of heat kernels we used 500 Laplacian eigenfunctions. We provide
comparisons with complete matching pipelines as well as with learning-based approaches, …

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
… This section first describes the class of match kernels that we will analyze in this paper. This
… We adopt this method only with the binarized representation for scalability and efficiency

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. …

MaxPair: enhance OpenCL concurrent kernel execution by weighted maximum matching

Y Wen, MFP O'Boyle, C Fensch - Proceedings of the 11th workshop on …, 2018 - dl.acm.org
… on how to schedule workloads to share GPU by multiple concurrent workloads efficiently. …
to a graph matching problem, we adopt maximum weight graph matching algorithm. We …

A fast kernel for attributed graphs

Y Su, F Han, RE Harang, X Yan - Proceedings of the 2016 SIAM international …, 2016 - SIAM
… In this paper, we propose a fast graph kernel, the descriptor matching (DM) kernel, for … we
now discuss how to define a kernel k to efficiently measure the similarity of their corresponding …