Abd-Krim Seghouane

131 papers A 1B 15Misc 22Journal 61Unranked 32
YearRankTypeTitle / Venue / Authors
2026 J jnl
Sparse Canonical Correlation Analysis With Preserved Sparsity.
IEEE Trans. Knowl. Data Eng.
Abd-Krim Seghouane, Muhammad Ali Qadar, Inge Koch, Aref Miri Rekavandi
2025 J jnl
A Guide to Image- and Video-Based Small Object Detection Using Deep Learning: Case Study of Maritime Surveillance.
IEEE Trans. Intell. Transp. Syst.
Aref Miri Rekavandi, Lian Xu, Farid Boussaïd, Abd-Krim Seghouane, Stephen Hoefs, Mohammed Bennamoun
2025 Misc conf
Robust Deterministic DOA Estimation Using α-divergence in Unknown Noise Fields with Sparse Sensor Arrays.
ICASSP
Wenjing Yang, Abd-Krim Seghouane, Pavel Krupskiy
2024 B conf
An α-Divergence Approach To Robust Canonical Correlation Analysis.
ICIP
Wenjing Yang, Abd-Krim Seghouane, Pavel Krupskiy
2024 J jnl
Beyond Full Label: Single-Point Prompt for Infrared Small Target Label Generation.
CoRR
Shuai Yuan, Hanlin Qin, Renke Kou, Xiang Yan, Zechuan Li, Chenxu Peng, Abd-Krim Seghouane
2024 J jnl
Joint Approximate Partial Diagonalization of Large Matrices.
CoRR
Abd-Krim Seghouane, Yousef Saad
2024 J jnl
Learning Robust and Sparse Principal Components With the α-Divergence.
IEEE Trans. Image Process.
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2023 J jnl
B-Pose: Bayesian Deep Network for Camera 6-DoF Pose Estimation From RGB Images.
IEEE Robotics Autom. Lett.
Aref Miri Rekavandi, Farid Boussaïd, Abd-Krim Seghouane, Mohammed Bennamoun
2023 Misc conf
Extended Expectation Maximization for Under-Fitted Models.
ICASSP
Aref Miri Rekavandi, Abd-Krim Seghouane, Farid Boussaïd, Mohammed Bennamoun
2023 J jnl
RBDL: Robust block-Structured dictionary learning for block sparse representation.
Pattern Recognit. Lett.
Abd-Krim Seghouane, Asif Iqbal, Aref Miri Rekavandi
2023 Misc conf
Robust Subspace Tracking with Contamination Mitigation via α-Divergence.
ICASSP
Le Trung Thanh, Aref Miri Rekavandi, Abd-Krim Seghouane, Karim Abed-Meraim
2023 J jnl
TRPAST: A Tunable and Robust Projection Approximation Subspace Tracking Method.
IEEE Trans. Signal Process.
Aref Miri Rekavandi, Abd-Krim Seghouane, Karim Abed-Meraim
2022 J jnl
A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance.
CoRR
Aref Miri Rekavandi, Lian Xu, Farid Boussaïd, Abd-Krim Seghouane, Stephen Hoefs, Mohammed Bennamoun
2022 J jnl
Adaptive Brain Activity Detection in Structured Interference and Partially Homogeneous Locally Correlated Disturbance.
IEEE Trans. Biomed. Eng.
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2021 J jnl
Adaptive Learning for Robust Radial Basis Function Networks.
IEEE Trans. Cybern.
Abd-Krim Seghouane, Navid Shokouhi
2021 J jnl
Robust Subspace Detectors Based on α-Divergence With Application to Detection in Imaging.
IEEE Trans. Image Process.
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2020 Misc conf
Adaptive Matched Filter using Non-Target Free Training Data.
ICASSP
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2020 J jnl
Adaptive complex-valued dictionary learning: Application to fMRI data analysis.
Signal Process.
Asif Iqbal, Mohamed Nait Meziane, Abd-Krim Seghouane, Karim Abed-Meraim
2020 J jnl
Editorial: Introduction to the Issue on Domain Enriched Learning for Medical Imaging.
IEEE J. Sel. Top. Signal Process.
Vishal Monga, Scott T. Acton, Abd-Krim Seghouane, Arrate Muñoz-Barrutia, Jong Chul Ye
2020 Misc conf
Robust Likelihood Ratio Test Using α-Divergence.
ICASSP
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2020 B conf
Robust Principal Component Analysis Using Alpha Divergence.
ICIP
Aref Miri Rekavandi, Abd-Krim Seghouane
2020 B conf
Robust Structured Dictionary Learning For Block Sparse Representations Using α-Divergence.
ICIP
Abd-Krim Seghouane
2020 B conf
Sparsity Preserved Canonical Correlation Analysis.
ICIP
Abd-Krim Seghouane, Muhammad Ali Qadar
2019 J jnl
A Projection CCA Method for Effective fMRI Data Analysis.
IEEE Trans. Biomed. Eng.
Muhammad Ali Qadar, Abd-Krim Seghouane
2019 J jnl
A Sequential Block-Structured Dictionary Learning Algorithm for Block Sparse Representations.
IEEE Trans. Computational Imaging
Abd-Krim Seghouane, Asif Iqbal, Karim Abed-Meraim
2019 Misc conf
Adaptive Subspace Detector in High Dimensional Space with Insufficient Training Data.
ICASSP
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
2019 J jnl
An α-Divergence-Based Approach for Robust Dictionary Learning.
IEEE Trans. Image Process.
Asif Iqbal, Abd-Krim Seghouane
2019 J jnl
Consistent Estimation of Dimensionality for Data-Driven Methods in fMRI Analysis.
IEEE Trans. Medical Imaging
Abd-Krim Seghouane, Navid Shokouhi
2019 J jnl
Estimating the Number of Significant Canonical Coordinates.
IEEE Access
Abd-Krim Seghouane, Navid Shokouhi
2019 A conf
Find the dimension that counts: Fast dimension estimation and Krylov PCA.
SDM
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
2019 Misc conf
Motion Artefact Removal in Functional Near-infrared Spectroscopy Signals Based on Robust Estimation.
ICASSP
Mengmeng Wang, Abd-Krim Seghouane
2019 Misc conf
Robust Dictionary Learning Using α-Divergence.
ICASSP
Asif Iqbal, Abd-Krim Seghouane
2019 J jnl
Robust Hemodynamic Response Function Estimation From fNIRS Signals.
IEEE Trans. Signal Process.
Abd-Krim Seghouane, Davide Ferrari
2019 Misc conf
Sequential Structured Dictionary Learning for Block Sparse Representations.
ICASSP
Abd-Krim Seghouane, Asif Iqbal, Karim Abed-Meraim
2019 J jnl
Sparse Principal Component Analysis With Preserved Sparsity Pattern.
IEEE Trans. Image Process.
Abd-Krim Seghouane, Navid Shokouhi, Inge Koch
2019 J jnl
Two dimensional CCA via penalized matrix decomposition for structure preserved fMRI data analysis.
Digit. Signal Process.
Muhammad Ali Qadar, Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
2018 J jnl
A dictionary learning algorithm for multi-subject fMRI analysis based on a hybrid concatenation scheme.
Digit. Signal Process.
Asif Iqbal, Abd-Krim Seghouane
2018 J jnl
Algorithms for two dimensional multi set canonical correlation analysis.
Pattern Recognit. Lett.
Nandakishor Desai, Abd-Krim Seghouane, Marimuthu Palaniswami
2018 Misc conf
An Algorithm for Multi Subject Fmri Analysis Based on the SVD and Penalized Rank-1 Matrix Approximation.
ICASSP
Asif Iqbal, Abd-Krim Seghouane
2018 J jnl
Consistent adaptive sequential dictionary learning.
Signal Process.
Abd-Krim Seghouane, Asif Iqbal
2018 Misc conf
Dictionary Learning Algorithm for Multi-Subject Fmri Analysis Via Temporal and Spatial Concatenation.
ICASSP
Asif Iqbal, Abd-Krim Seghouane
2018 J jnl
Find the dimension that counts: Fast dimension estimation and Krylov PCA.
CoRR
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
2018 B conf
PCCA: A Projection CCA Method for Effective FMRI Data Analysis.
ICIP
Muhammad Ali Qadar, Abd-Krim Seghouane
2018 J jnl
Shared and Subject-Specific Dictionary Learning (ShSSDL) Algorithm for Multisubject fMRI Data Analysis.
IEEE Trans. Biomed. Eng.
Asif Iqbal, Abd-Krim Seghouane, Tülay Adali
2018 J jnl
The adaptive block sparse PCA and its application to multi-subject FMRI data analysis using sparse mCCA.
Signal Process.
Abd-Krim Seghouane, Asif Iqbal
2018 J jnl
Two-Dimensional Whitening of Face Images for Improved PCA Performance.
IEEE Signal Process. Lett.
Abd-Krim Seghouane, Navid Shokouhi
2017 — conf
A regularized sequential dictionary learning algorithm for fmri data analysis.
MLSP
Abd-Krim Seghouane, Asif Iqbal
2017 Misc conf
An Approach for Sequential Dictionary Learning in Nonuniform Noise.
DICTA
Asif Iqbal, Abd-Krim Seghouane
2017 Misc conf
BSmCCA: A block sparse multiple-set canonical correlation analysis algorithm for multi-subject fMRI data sets.
ICASSP
Abd-Krim Seghouane, Asif Iqbal, Nandakishor Desai
2017 J jnl
Basis Expansion Approaches for Regularized Sequential Dictionary Learning Algorithms With Enforced Sparsity for fMRI Data Analysis.
IEEE Trans. Medical Imaging
Abd-Krim Seghouane, Asif Iqbal
2017 B conf
CSMSDL: A common sequential dictionary learning algorithm for multi-subject FMRI data sets analysis.
ICIP
Abd-Krim Seghouane, Asif Iqbal
2017 J jnl
Fast Estimation of Approximate Matrix Ranks Using Spectral Densities.
Neural Comput.
Shashanka Ubaru, Yousef Saad, Abd-Krim Seghouane
2017 J jnl
Improving the Incoherence of a Learned Dictionary via Rank Shrinkage.
Neural Comput.
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
2017 — conf
Multisubject fMRI data analysis via two dimensional multi-set canonical correlation analysis.
ISBI
Nandakishor Desai, Abd-Krim Seghouane, Marimuthu Palaniswami
2017 J jnl
Sequential Dictionary Learning From Correlated Data: Application to fMRI Data Analysis.
IEEE Trans. Image Process.
Abd-Krim Seghouane, Asif Iqbal
2017 J jnl
Sparse and smooth canonical correlation analysis through rank-1 matrix approximation.
EURASIP J. Adv. Signal Process.
Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
2017 J jnl
fMRI hemodynamic response function estimation in autoregressive noise by avoiding the drift.
Digit. Signal Process.
Abd-Krim Seghouane, Adnan Shah, Chee-Ming Ting
2016 — conf
Estimation of high-dimensional connectivity in FMRI data via subspace autoregressive models.
SSP
Chee-Ming Ting, Abd-Krim Seghouane, Sh-Hussain Salleh
2016 J jnl
Fast estimation of approximate matrix ranks using spectral densities.
CoRR
Shashanka Ubaru, Yousef Saad, Abd-Krim Seghouane
2016 B conf
Learning dictionaries from correlated data: Application to fMRI data analysis.
ICIP
Abd-Krim Seghouane, Muhammad Usman Khalid
2016 Misc conf
Sparse canonical correlation analysis based on rank-1 matrix approximation and its application for FMRI signals.
ICASSP
Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
2015 Misc conf
A sequential dictionary learning algorithm with enforced sparsity.
ICASSP
Abd-Krim Seghouane, Muhammad Hanif
2015 — conf
Consistent estimation of the FMRI hemodynamic response function in AR(1) noise.
ISBI
Abd-Krim Seghouane, Adnan Shah
2015 J jnl
Estimating Effective Connectivity from fMRI Data Using Factor-based Subspace Autoregressive Models.
IEEE Signal Process. Lett.
Chee-Ming Ting, Abd-Krim Seghouane, Sheikh Hussain Shaikh Salleh, A. B. Mohd Noor
2015 J jnl
Is First-Order Vector Autoregressive Model Optimal for fMRI Data?
Neural Comput.
Chee-Ming Ting, Abd-Krim Seghouane, Muhammad Usman Khalid, Sh-Hussain Salleh
2015 — conf
Multi-subject fMRI connectivity analysis using sparse dictionary learning and multiset canonical correlation analysis.
ISBI
Muhammad Usman Khalid, Abd-Krim Seghouane
2015 Misc conf
Non-Local Noise Estimation for Adaptive Image Denoising.
DICTA
Muhammad Hanif, Abd-Krim Seghouane
2015 — conf
Recovering HRFs from overlapping ROIs in fMRI data using thresholding correlations for sparse dictionary learning.
EMBC
Adnan Shah, Muhammad Usman Khalid, Abd-Krim Seghouane
2015 — conf
Sparse dictionary learning for fMRI analysis using autocorrelation maximization.
EMBC
Muhammad Usman Khalid, Adnan Shah, Abd-Krim Seghouane
2015 Misc conf
Unsupervised detrending technique using sparse dictionary learning for fMRI preprocessing and analysis.
ICASSP
Muhammad Usman Khalid, Abd-Krim Seghouane
2014 — conf
A model-free approachto increasing the effect size of FNIRS data.
SSP
Adnan Shah, Abd-Krim Seghouane
2014 — conf
A single SVD sparse dictionary learning algorithm for FMRI data analysis.
SSP
Muhammad Usman Khalid, Abd-Krim Seghouane
2014 J jnl
An Integrated Framework for Joint HRF and Drift Estimation and HbO/HbR Signal Improvement in fNIRS Data.
IEEE Trans. Medical Imaging
Adnan Shah, Abd-Krim Seghouane
2014 B conf
An effective image restoration using Kullback-Leibler divergence minimization.
ICIP
Muhammad Hanif, Abd-Krim Seghouane
2014 B conf
Blind image deblurring using non-negative sparse approximation.
ICIP
Muhammad Hanif, Abd-Krim Seghouane
2014 — conf
Consistent hemodynamic response estimation function in fMRI using sparse prior information.
ISBI
Abd-Krim Seghouane, Leigh A. Johnston
2014 — conf
Constrained maximum likelihood based efficient dictionary learning for fMRI analysis.
ISBI
Muhammad Usman Khalid, Abd-Krim Seghouane
2014 — conf
Estimation of high-dimensional brain connectivity from FMRI data using factor modeling.
SSP
Chee-Ming Ting, Abd-Krim Seghouane, Sheikh Hussain Shaikh Salleh, A. B. Mohd Noor
2014 — conf
Maximum likelihood orthogonaldictionary learning.
SSP
Muhammad Hanif, Abd-Krim Seghouane
2014 J jnl
Prewhitening High-Dimensional fMRI Data Sets Without Eigendecomposition.
Neural Comput.
Abd-Krim Seghouane, Yousef Saad
2014 Misc conf
Sparse estimation of the hemodynamic response functionin functional near infrared spectroscopy.
ICASSP
Abd-Krim Seghouane, Adnan Shah
2013 B conf
An EM-based hybrid Fourier-wavelet image deconvolution algorithm.
ICIP
Muhammad Hanif, Abd-Krim Seghouane
2013 Misc conf
Consistent estimation of the hemodynamic response function in fNIRS.
ICASSP
Adnan Shah, Abd-Krim Seghouane
2013 — conf
Consistent hemodynamic response function estimation in functional MRI by first order differencing.
ISBI
Abd-Krim Seghouane, Adnan Shah
2013 — conf
Estimation of hemodynamic response functions for un-delineated overlapping rois in fMRI data based on sparse dictionary learning.
ISBI
Adnan Shah, Abd-Krim Seghouane
2013 — conf
Improving functional connectivity detection in FMRI by combining sparse dictionary learning and canonical correlation analysis.
ISBI
Muhammad Usman Khalid, Abd-Krim Seghouane
2013 — conf
Model-free optimal de-drifting and enhanced detection in fMRI data.
MLSP
Adnan Shah, Abd-Krim Seghouane
2012 — conf
A Kullback-Leibler divergence approach for wavelet-based blind image deconvolution.
MLSP
Abd-Krim Seghouane, Muhammad Hanif
2012 Misc conf
Adaptive 2DCCA Based Approach for Improving Spatial Specificity of Activation Detection in Functional MRI.
DICTA
Muhammad Usman Khalid, Adnan Shah, Abd-Krim Seghouane
2012 Misc conf
Blurred Image Deconvolution Using Gaussian Scale Mixtures Model in Wavelet Domain.
DICTA
Muhammad Hanif, Abd-Krim Seghouane
2012 — conf
Comparing causality measures of fMRI data using PCA, CCA and vector autoregressive modelling.
EMBC
Adnan Shah, Muhammad Usman Khalid, Abd-Krim Seghouane
2012 — conf
FMRI activation detection using a variant of Akaike information criterion.
SSP
Abd-Krim Seghouane
2012 — conf
Functional brain connectivity as revealed by singular spectrum analysis.
EMBC
Abd-Krim Seghouane, Adnan Shah
2012 J jnl
HRF Estimation in fMRI Data With an Unknown Drift Matrix by Iterative Minimization of the Kullback-Leibler Divergence.
IEEE Trans. Medical Imaging
Abd-Krim Seghouane, Adnan Shah
2012 — conf
Hierarchical sparse brain network estimation.
MLSP
Abd-Krim Seghouane, Muhammad Usman Khalid
2012 J jnl
Identification of Directed Influence: Granger Causality, Kullback-Leibler Divergence, and Complexity.
Neural Comput.
Abd-Krim Seghouane, Shun-ichi Amari
2011 J jnl
A Kullback-Leibler Divergence Approach to Blind Image Restoration.
IEEE Trans. Image Process.
Abd-Krim Seghouane
2011 J jnl
A Kullback-Leibler Methodology for Unconditional ML DOA Estimation in Unknown Nonuniform Noise.
IEEE Trans. Aerosp. Electron. Syst.
Abd-Krim Seghouane
2011 J jnl
Feature selection using mutual information in CT colonography.
Pattern Recognit. Lett.
Ju Lynn Ong, Abd-Krim Seghouane
2011 J jnl
From Point to Local Neighborhood: Polyp Detection in CT Colonography Using Geodesic Ring Neighborhoods.
IEEE Trans. Image Process.
Ju Lynn Ong, Abd-Krim Seghouane
2011 J jnl
New AIC Corrected Variants for Multivariate Linear Regression Model Selection.
IEEE Trans. Aerosp. Electron. Syst.
Abd-Krim Seghouane
2011 — conf
Quantifying information flowin fMRI using the Kullbakc-Leibler divergence.
ISBI
Abd-Krim Seghouane
2010 B conf
A Bayesian model selection approach to fMRI activation detection.
ICIP
Abd-Krim Seghouane, Ju Lynn Ong
2010 J jnl
Asymptotic bootstrap corrections of AIC for linear regression models.
Signal Process.
Abd-Krim Seghouane
2010 B conf
Efficient feature selection for polyp detection.
ICIP
Abd-Krim Seghouane, Ju Lynn Ong
2010 B conf
Geodesic-ring based curvature maps for polyp detection in CT colonography.
ICIP
Abd-Krim Seghouane, Ju Lynn Ong
2010 B conf
Maximum likelihood blind image restoration via alternating minimization.
ICIP
Abd-Krim Seghouane
2009 — conf
False Positive Reduction in CT Colonography Using Spectral Compression and Curvature Tensor Smoothing of Surface Geometry.
ISBI
Ju Lynn Ong, Abd-Krim Seghouane
2009 J jnl
Model Selection Criteria for Image Restoration.
IEEE Trans. Neural Networks
Abd-Krim Seghouane
2008 J jnl
A Note on Image Restoration Using and MSE.
IEEE Signal Process. Lett.
Abd-Krim Seghouane
2008 Misc conf
Mean Shape Models for Polyp Detection in CT Colonography.
DICTA
Ju Lynn Ong, Abd-Krim Seghouane, Kevin Osborn
2008 J jnl
On the Deterministic CRB for DOA Estimation in Unknown Noise Fields Using Sparse Sensor Arrays.
IEEE Trans. Signal Process.
Martin Kleinsteuber, Abd-Krim Seghouane
2008 — conf
Polyp detection in CT colonography based on shape characteristics and Kullback-Leibler divergence.
ISBI
Ju Lynn Ong, Abd-Krim Seghouane, Kevin Osborn
2007 — conf
A corrected version of KIC for robust model selection in small samples.
ISSPA
Abd-Krim Seghouane
2007 J jnl
Bayesian estimation of the number of principal components.
Signal Process.
Abd-Krim Seghouane, Andrzej Cichocki
2007 J jnl
The AIC Criterion and Symmetrizing the Kullback-Leibler Divergence.
IEEE Trans. Neural Networks
Abd-Krim Seghouane, Shun-ichi Amari
2006 J jnl
A model selection approach to signal denoising using Kullback's symmetric divergence.
Signal Process.
Maïza Bekara, Luc Knockaert, Abd-Krim Seghouane, Gilles Fleury
2006 J jnl
A note on overfitting properties of KIC and KIC
Signal Process.
Abd-Krim Seghouane
2006 — conf
Bayesian estimation of the number of principal components.
EUSIPCO
Abd-Krim Seghouane, Andrzej Cichocki
2006 — conf
Local Convergence Properties of Fastica and Some Generalisations.
ICASSP (5)
Knut Hüper, Hao Shen, Abd-Krim Seghouane
2006 J jnl
Multivariate regression model selection from small samples using Kullback's symmetric divergence.
Signal Process.
Abd-Krim Seghouane
2006 J jnl
Vector Autoregressive Model-Order Selection From Finite Samples Using Kullback's Symmetric Divergence.
IEEE Trans. Circuits Syst. I Regul. Pap.
Abd-Krim Seghouane
2005 J jnl
A criterion for model selection in the presence of incomplete data based on Kullback's symmetric divergence.
Signal Process.
Abd-Krim Seghouane, Maïza Bekara, Gilles Fleury
2005 — conf
A criterion for vector autoregressive model selection based on Kullback's symmetric divergence.
ICASSP (4)
Abd-Krim Seghouane
2005 B conf
Multivariate regression model selection with KIC for extrapolation cases.
IJCNN
Abd-Krim Seghouane
2004 J jnl
A small sample model selection criterion based on Kullback's symmetric divergence.
IEEE Trans. Signal Process.
Abd-Krim Seghouane, Maïza Bekara
2004 J jnl
Regularizing the effect of input noise injection in feedforward neural networks training.
Neural Comput. Appl.
Abd-Krim Seghouane, Yassir Moudden, Gilles Fleury
2003 — conf
A small sample model selection criterion based on Kullback's symmetric divergence.
ICASSP (6)
Abd-Krim Seghouane, Maïza Bekara, Gilles Fleury
2002 J jnl
Extraction of peak pressure position information from the spark-plug ionization signal.
Comput. Stand. Interfaces
Yassir Moudden, Abd-Krim Seghouane, Olivier Boubal
2002 — conf
On learning feedforward neural networks with noise injection into inputs.
NNSP
Abd-Krim Seghouane, Yassir Moudden, Gilles Fleury
2001 — conf
A cost function for learning feedforward neural networks subject to noisy inputs.
ISSPA
Abd-Krim Seghouane, Gilles Fleury