Diffeomorphic Measure Matching with Kernels for Generative Modeling

B Pandey, B Hosseini, P Batlle, H Owhadi - arXiv preprint arXiv …, 2024 - arxiv.org
… ordinary differential equations (ODEs) and Reproducing Kernel Hilbert Spaces (RKHSs),
inspired by ideas from diffeomorphic matching and image registration. A theoretical analysis of …

Kernel based matching and a novel training approach for CNN-based QbE-STD

P Naik, MN Gaonkar, V Thenkanidiyoor… - … Conference on Signal …, 2020 - ieeexplore.ieee.org
… matrix computed using the proposed approach is expected to be computationally efficient
in QbE-STD task as we will see in following section. The rest of the paper is organized as …

Guide to match: Multi-layer feature matching with a hybrid gaussian mixture model

K Sun, W Tao, Y Qian - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
kernel selection is crucial for the registration task. Their method pruned ineffective kernels by
… Although we have to match the points multiple times, it is still efficient because most of them …

Learn to match: Automatic matching network design for visual tracking

Z Zhang, Y Liu, X Wang, B Li… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
efficient matching operator cross-correlation and its variants. Besides the remarkable success,
it is important to note that the heuristic matching … (eg, convolution kernels) learned on the …

[PDF][PDF] Generalised Kernel Representations with Applications to Data Efficient Machine Learning

A Tompkins - 2023 - core.ac.uk
kernel learning. Firstly, we introduce a probabilistic framework that allows joint learning of
model and kernel … Thirdly, we introduce a learnable Fourier based kernel embeddings that …

More robust estimation of sample average treatment effects using kernel optimal matching in an observational study of spine surgical interventions

N Kallus, B Pennicooke, M Santacatterina - arXiv preprint arXiv …, 2018 - arxiv.org
… present the use of optimal balancing by Kernel Optimal Matching (KOM) to estimate SATE.
By … the result matches the conclusions of clinical trials that IPTW estimates spuriously refute. …

Understanding and improving kernel local descriptors

A Mukundan, G Tolias, A Bursuc, H Jégou… - International Journal of …, 2019 - Springer
… We propose a multiple-kernel local-patch descriptor based on efficient match kernels from
pixel gradients. It combines two parametrizations of gradient position and direction, each …

DKBERT: An Efficient and Effective Ranking Model via Weight Sharing Decoupling and Kernel Matching

X Li, D Li - 2022 5th International Conference on Artificial …, 2022 - ieeexplore.ieee.org
kernels to extract different matching signals from the term interaction matrix, rather than using
only the best matching … a better balance between the ranking efficiency and the ranking …

Burst-survive temporal matching kernel with fibonacci periods

F Yang, S Satoh - … 2019-2019 IEEE International Conference on …, 2019 - ieeexplore.ieee.org
… In this paper we present a novel approach to improve temporal matching kernel (… match
case in which two videos have long, consecutive segments of similar frames and a false match

Efficient online learning with kernels for adversarial large scale problems

R Jézéquel, P Gaillard, A Rudi - Advances in Neural …, 2019 - proceedings.neurips.cc
… As we show now, this matches existing minimax lower rates in the stochastic setting. Under
the capacity condition, optimizing λ ≃ nγ/(1+γ) to minimize the rhs of (2), the regret bound is …