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- short-paperJuly 2022
Gating-adapted Wavelet Multiresolution Analysis for Exposure Sequence Modeling in CTR Prediction
- Xiaoxiao Xu,
- Zhiwei Fang,
- Qian Yu,
- Ruoran Huang,
- Chaosheng Fan,
- Yong Li,
- Yang He,
- Changping Peng,
- Zhangang Lin,
- Jingping Shao,
- Non Non
SIGIR '22: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information RetrievalPages 1890–1894https://doi.org/10.1145/3477495.3531771The exposure sequence is being actively studied for user interest modeling in Click-Through Rate (CTR) prediction. However, the existing methods for exposure sequence modeling bring extensive computational burden and neglect noise problems, resulting in ...
- research-articleMarch 2022
A theoretical and practical survey of image fusion methods for multispectral pansharpening
AbstractPansharpening fuses the spatial features of a high-resolution panchromatic (PAN) image with the spectral features of a lower-resolution multispectral (MS) image to generate a spatially enriched MS image. Numerous pansharpening ...
- research-articleJanuary 2022
Decimated framelet system on graphs and fast G-framelet transforms
The Journal of Machine Learning Research (JMLR), Volume 23, Issue 1Article No.: 18, Pages 787–854Graph representation learning has many real-world applications, from self-driving LiDAR, 3D computer vision to drug repurposing, protein classification, social networks analysis. An adequate representation of graph data is vital to the learning ...
- research-articleOctober 2021
Segmentation of historical maps without annotated data
HIP '21: Proceedings of the 6th International Workshop on Historical Document Imaging and ProcessingPages 19–24https://doi.org/10.1145/3476887.3476909This paper presents the method which we submitted to the competition of Historical Map Segmentation, in ICDAR’21. The goal is to segment document images of Paris maps from the beginning of the 20th century: delineate the content of the map and locate ...
- research-articleJanuary 2020
Denoising 1D signal using wavelets
International Journal of Intelligent Systems Technologies and Applications (IJISTA), Volume 19, Issue 6Pages 517–525https://doi.org/10.1504/ijista.2020.112431Signal denoising is one of the most important areas in signal processing. In the present paper, we have denoised a 1D piecewise constant (PWC) signal corrupted by additive white Gaussian noise (AWGN) using the thresholded Haar wavelet denoising method. ...
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- research-articleJanuary 2020
An Adaptive Multiresolution Discontinuous Galerkin Method with Artificial Viscosity for Scalar Hyperbolic Conservation Laws in Multidimensions
SIAM Journal on Scientific Computing (SISC), Volume 42, Issue 5Pages A2943–A2973https://doi.org/10.1137/19M126565XIn this paper, we develop an adaptive multiresolution discontinuous Galerkin (DG) scheme for scalar hyperbolic conservation laws in multidimensions. Compared with previous work for linear hyperbolic equations [W. Guo and Y. Cheng, SIAM J. Sci. Comput., ...
- research-articleJanuary 2020
A Fast Algorithm for Multiresolution Mode Decomposition
Multiscale Modeling and Simulation (MMS), Volume 18, Issue 2Pages 707–736https://doi.org/10.1137/18M1220649Multiresolution mode decomposition (MMD) is an adaptive tool to analyze a time series $f(t)=\sum_{k=1}^K f_k(t)$, where $f_k(t)$ is a multiresolution intrinsic mode function (MIMF) of the form $ f_k(t)=\sum\nolimits_{n=-N/2}^{N/2-1} a_{n,k}\cos(2\pi n\phi_k(...
- research-articleJanuary 2018
Six-Dimensional Adaptive Simulation of the Vlasov Equations Using a Hierarchical Basis
Multiscale Modeling and Simulation (MMS), Volume 16, Issue 2Pages 583–614https://doi.org/10.1137/16M1108649We present an original adaptive scheme using a dynamically refined grid for the simulation of the six-dimensional Vlasov--Poisson equations. The distribution function is represented in a hierarchical basis that retains only the most significant ...
- research-articleOctober 2016
MADNESS: A Multiresolution, Adaptive Numerical Environment for Scientific Simulation
- Robert J. Harrison,
- Gregory Beylkin,
- Florian A. Bischoff,
- Justus A. Calvin,
- George I. Fann,
- Jacob Fosso-Tande,
- Diego Galindo,
- Jeff R. Hammond,
- Rebecca Hartman-Baker,
- Judith C. Hill,
- Jun Jia,
- Jakob S. Kottmann,
- M-J. Yvonne Ou,
- Junchen Pei,
- Laura E. Ratcliff,
- Matthew G. Reuter,
- Adam C. Richie-Halford,
- Nichols A. Romero,
- Hideo Sekino,
- William A. Shelton,
- Bryan E. Sundahl,
- W. Scott Thornton,
- Edward F. Valeev,
- Álvaro Vázquez-Mayagoitia,
- Nicholas Vence,
- Takeshi Yanai,
- Yukina Yokoi
SIAM Journal on Scientific Computing (SISC), Volume 38, Issue 5Pages S123–S142https://doi.org/10.1137/15M1026171MADNESS (multiresolution adaptive numerical environment for scientific simulation) is a high-level software environment for solving integral and differential equations in many dimensions that uses adaptive and fast harmonic analysis methods with ...
- research-articleJanuary 2016
The Regularized Orthogonal Functional Matching Pursuit for Ill-Posed Inverse Problems
SIAM Journal on Numerical Analysis (SINUM), Volume 54, Issue 1Pages 262–287https://doi.org/10.1137/141000695We propose a novel algorithm to solve a general class of linear ill-posed inverse problems. For our numerical tests, we consider ill-posed problems on the sphere as they appear in the geosciences. Based on an iterative greedy algorithm, called the ...
- ArticleApril 2015
Fractional Hilbert Transforms of Biorthogonal Wavelets
ITNG '15: Proceedings of the 2015 12th International Conference on Information Technology - New GenerationsPages 347–352https://doi.org/10.1109/ITNG.2015.62We show that the fractional Hilbert transform preserves the biorthogonal wavelet property. For a naturally generated biorthogonal wavelet pair constructed from a given biorthogonal scaling pair, we propose a design to construct a better biorthogonal ...
- research-articleJanuary 2015
Linear Stable Sampling Rate: Optimality of 2D Wavelet Reconstructions from Fourier Measurements
SIAM Journal on Mathematical Analysis (SIMA), Volume 47, Issue 2Pages 1196–1233https://doi.org/10.1137/140959365In this paper we analyze two-dimensional wavelet reconstructions from Fourier samples within the framework of generalized sampling. For this, we consider both separable compactly supported wavelets and boundary wavelets. We prove that the number of samples ...
- articleJanuary 2015
Toward a computational multiresolution analysis for radial point interpolation meshless method
International Journal of Numerical Modelling: Electronic Networks, Devices and Fields (JONM), Volume 28, Issue 1Pages 1–20https://doi.org/10.1002/jnm.1977In this work, the application of Daubechies' scaling functions DSFs in computational engineering, particulary radial point interpolation meshless method RPIM in electromagnetic engineering, is studied. This analysis indicates some shortcomings of DSFs ...
- articleNovember 2014
Distinguishing computer graphics from photographic images using a multiresolution approach based on local binary patterns
Security and Communication Networks (SACN), Volume 7, Issue 11Pages 2153–2159https://doi.org/10.1002/sec.929With the ongoing development of rendering technology, computer graphics CG are sometimes so photorealistic that to distinguish them from photographic PG images by human eyes has become difficult. To this end, many methods have been developed for ...
- research-articleDecember 2013
Intrinsic Image Decomposition Using a Sparse Representation of Reflectance
IEEE Transactions on Pattern Analysis and Machine Intelligence (ITPM), Volume 35, Issue 12Pages 2904–2915https://doi.org/10.1109/TPAMI.2013.136Intrinsic image decomposition is an important problem that targets the recovery of shading and reflectance components from a single image. While this is an ill-posed problem on its own, we propose a novel approach for intrinsic image decomposition using ...
- research-articleJanuary 2012
Objective Assessment of Multiresolution Image Fusion Algorithms for Context Enhancement in Night Vision: A Comparative Study
IEEE Transactions on Pattern Analysis and Machine Intelligence (ITPM), Volume 34, Issue 1Pages 94–109https://doi.org/10.1109/TPAMI.2011.109Comparison of image processing techniques is critically important in deciding which algorithm, method, or metric to use for enhanced image assessment. Image fusion is a popular choice for various image enhancement applications such as overlay of two ...
- ArticleMay 2011
The Intelligent Algorithm of the Biorthogonal Quaternary Wavelet Packs with Filter Banks and Frames
CMSP '11: Proceedings of the 2011 International Conference on Multimedia and Signal Processing - Volume 02Pages 77–81https://doi.org/10.1109/CMSP.2011.108In this paper, the notion of biorthogonal non-separable quarternary wavelet packs, which is the gene-ralization of biorthogonal univariate wavelet packs, is introduced. A new procedure for constructing them is provided. Their biorthogonality property is ...
- articleMarch 2011
Motion data denoising based on the quaternion lifting scheme multiresolution transform
We discuss human body motion denoising with use of the transform based on second generation wavelet. To build such a transform, we use the quaternion lifting scheme. The main focus is placed on representing body parts orientation changes over time with ...
- ArticleDecember 2010
A Region-Based Progressive Coding of Semi-Regular 3-D Meshes for View-Dependent Transmission
SITIS '10: Proceedings of the 2010 Sixth International Conference on Signal-Image Technology and Internet Based SystemsPages 51–59https://doi.org/10.1109/SITIS.2010.19We first introduce in this paper a new wavelet based segmentation algorithm for three-dimensional (3-D) Semi-Regular (SR) meshes. This method is then considered as a pre-processing step in a view-dependent progressive coding of 3-D meshes. Our ...
- ArticleJune 2010
Efficient time and frequency methods for sampling filter functions
ICISP'10: Proceedings of the 4th international conference on Image and signal processingPages 236–244In this paper, we seek to determine the adequate number of samples for an analog filter function f(t). The proposed approaches provide discrete filters that can be used for multiresolution analysis. We introduce two methods that provide sampling results ...