Abd-Krim Seghouane

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 55

Top Venues

ICASSP

ICIP

IEEE Trans. Image Process.

SSP

Publications

Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Learning Robust and Sparse Principal Components With the α-Divergence. IEEE Trans. Image Process. 33 (2024)
Aref Miri Rekavandi, Farid Boussaïd, Abd-Krim Seghouane, Mohammed Bennamoun
B-Pose: Bayesian Deep Network for Camera 6-DoF Pose Estimation From RGB Images. IEEE Robotics Autom. Lett. 8 (10) (2023)
Aref Miri Rekavandi, Abd-Krim Seghouane, Karim Abed-Meraim
TRPAST: A Tunable and Robust Projection Approximation Subspace Tracking Method. IEEE Trans. Signal Process. 71 (2023)
Le Trung Thanh, Aref Miri Rekavandi, Abd-Krim Seghouane, Karim Abed-Meraim
Robust Subspace Tracking with Contamination Mitigation via α-Divergence. ICASSP (2023)
Aref Miri Rekavandi, Abd-Krim Seghouane, Farid Boussaïd, Mohammed Bennamoun
Extended Expectation Maximization for Under-Fitted Models. ICASSP (2023)
Abd-Krim Seghouane, Asif Iqbal, Aref Miri Rekavandi
RBDL: Robust block-Structured dictionary learning for block sparse representation. Pattern Recognit. Lett. 172 (2023)
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Adaptive Brain Activity Detection in Structured Interference and Partially Homogeneous Locally Correlated Disturbance. IEEE Trans. Biomed. Eng. 69 (10) (2022)
Aref Miri Rekavandi, Lian Xu, Farid Boussaïd, Abd-Krim Seghouane, Stephen Hoefs, Mohammed Bennamoun
A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance. CoRR (2022)
Abd-Krim Seghouane, Navid Shokouhi
Adaptive Learning for Robust Radial Basis Function Networks. IEEE Trans. Cybern. 51 (5) (2021)
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Robust Subspace Detectors Based on α-Divergence With Application to Detection in Imaging. IEEE Trans. Image Process. 30 (2021)
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Robust Likelihood Ratio Test Using α-Divergence. ICASSP (2020)
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Adaptive Matched Filter using Non-Target Free Training Data. ICASSP (2020)
Abd-Krim Seghouane
Robust Structured Dictionary Learning For Block Sparse Representations Using α-Divergence. ICIP (2020)
Abd-Krim Seghouane, Muhammad Ali Qadar
Sparsity Preserved Canonical Correlation Analysis. ICIP (2020)
Asif Iqbal, Mohamed Nait Meziane, Abd-Krim Seghouane, Karim Abed-Meraim
Adaptive complex-valued dictionary learning: Application to fMRI data analysis. Signal Process. 166 (2020)
Aref Miri Rekavandi, Abd-Krim Seghouane
Robust Principal Component Analysis Using Alpha Divergence. ICIP (2020)
Vishal Monga, Scott T. Acton, Abd-Krim Seghouane, Arrate Muñoz-Barrutia, Jong Chul Ye
Editorial: Introduction to the Issue on Domain Enriched Learning for Medical Imaging. IEEE J. Sel. Top. Signal Process. 14 (6) (2020)
Abd-Krim Seghouane, Asif Iqbal, Karim Abed-Meraim
Sequential Structured Dictionary Learning for Block Sparse Representations. ICASSP (2019)
Muhammad Ali Qadar, Abd-Krim Seghouane
A Projection CCA Method for Effective fMRI Data Analysis. IEEE Trans. Biomed. Eng. 66 (11) (2019)
Abd-Krim Seghouane, Asif Iqbal, Karim Abed-Meraim
A Sequential Block-Structured Dictionary Learning Algorithm for Block Sparse Representations. IEEE Trans. Computational Imaging 5 (2) (2019)
Abd-Krim Seghouane, Davide Ferrari
Robust Hemodynamic Response Function Estimation From fNIRS Signals. IEEE Trans. Signal Process. 67 (7) (2019)
Abd-Krim Seghouane, Navid Shokouhi
Consistent Estimation of Dimensionality for Data-Driven Methods in fMRI Analysis. IEEE Trans. Medical Imaging 38 (2) (2019)
Aref Miri Rekavandi, Abd-Krim Seghouane, Robin J. Evans
Adaptive Subspace Detector in High Dimensional Space with Insufficient Training Data. ICASSP (2019)
Muhammad Ali Qadar, Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
Two dimensional CCA via penalized matrix decomposition for structure preserved fMRI data analysis. Digit. Signal Process. 92 (2019)
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
Find the dimension that counts: Fast dimension estimation and Krylov PCA. SDM (2019)
Asif Iqbal, Abd-Krim Seghouane
An α-Divergence-Based Approach for Robust Dictionary Learning. IEEE Trans. Image Process. 28 (11) (2019)
Asif Iqbal, Abd-Krim Seghouane
Robust Dictionary Learning Using α-Divergence. ICASSP (2019)
Mengmeng Wang, Abd-Krim Seghouane
Motion Artefact Removal in Functional Near-infrared Spectroscopy Signals Based on Robust Estimation. ICASSP (2019)
Abd-Krim Seghouane, Navid Shokouhi
Estimating the Number of Significant Canonical Coordinates. IEEE Access 7 (2019)
Abd-Krim Seghouane, Navid Shokouhi, Inge Koch
Sparse Principal Component Analysis With Preserved Sparsity Pattern. IEEE Trans. Image Process. 28 (7) (2019)
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
Find the dimension that counts: Fast dimension estimation and Krylov PCA. CoRR (2018)
Abd-Krim Seghouane, Asif Iqbal
Consistent adaptive sequential dictionary learning. Signal Process. 153 (2018)
Abd-Krim Seghouane, Navid Shokouhi
Two-Dimensional Whitening of Face Images for Improved PCA Performance. IEEE Signal Process. Lett. 25 (4) (2018)
Abd-Krim Seghouane, Asif Iqbal
The adaptive block sparse PCA and its application to multi-subject FMRI data analysis using sparse mCCA. Signal Process. 153 (2018)
Asif Iqbal, Abd-Krim Seghouane
An Algorithm for Multi Subject Fmri Analysis Based on the SVD and Penalized Rank-1 Matrix Approximation. ICASSP (2018)
Asif Iqbal, Abd-Krim Seghouane, Tülay Adali
Shared and Subject-Specific Dictionary Learning (ShSSDL) Algorithm for Multisubject fMRI Data Analysis. IEEE Trans. Biomed. Eng. 65 (11) (2018)
Asif Iqbal, Abd-Krim Seghouane
A dictionary learning algorithm for multi-subject fMRI analysis based on a hybrid concatenation scheme. Digit. Signal Process. 83 (2018)
Asif Iqbal, Abd-Krim Seghouane
Dictionary Learning Algorithm for Multi-Subject Fmri Analysis Via Temporal and Spatial Concatenation. ICASSP (2018)
Muhammad Ali Qadar, Abd-Krim Seghouane
PCCA: A Projection CCA Method for Effective FMRI Data Analysis. ICIP (2018)
Nandakishor Desai, Abd-Krim Seghouane, Marimuthu Palaniswami
Algorithms for two dimensional multi set canonical correlation analysis. Pattern Recognit. Lett. 111 (2018)
Abd-Krim Seghouane, Adnan Shah, Chee-Ming Ting
fMRI hemodynamic response function estimation in autoregressive noise by avoiding the drift. Digit. Signal Process. 66 (2017)
Abd-Krim Seghouane, Asif Iqbal
Sequential Dictionary Learning From Correlated Data: Application to fMRI Data Analysis. IEEE Trans. Image Process. 26 (6) (2017)
Abd-Krim Seghouane, Asif Iqbal
A regularized sequential dictionary learning algorithm for fmri data analysis. MLSP (2017)
Abd-Krim Seghouane, Asif Iqbal, Nandakishor Desai
BSmCCA: A block sparse multiple-set canonical correlation analysis algorithm for multi-subject fMRI data sets. ICASSP (2017)
Asif Iqbal, Abd-Krim Seghouane
An Approach for Sequential Dictionary Learning in Nonuniform Noise. DICTA (2017)
Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad
Improving the Incoherence of a Learned Dictionary via Rank Shrinkage. Neural Comput. 29 (1) (2017)
Abd-Krim Seghouane, Asif Iqbal
CSMSDL: A common sequential dictionary learning algorithm for multi-subject FMRI data sets analysis. ICIP (2017)
Nandakishor Desai, Abd-Krim Seghouane, Marimuthu Palaniswami
Multisubject fMRI data analysis via two dimensional multi-set canonical correlation analysis. ISBI (2017)
Abd-Krim Seghouane, Asif Iqbal
Basis Expansion Approaches for Regularized Sequential Dictionary Learning Algorithms With Enforced Sparsity for fMRI Data Analysis. IEEE Trans. Medical Imaging 36 (9) (2017)
Shashanka Ubaru, Yousef Saad, Abd-Krim Seghouane
Fast Estimation of Approximate Matrix Ranks Using Spectral Densities. Neural Comput. 29 (5) (2017)
Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
Sparse and smooth canonical correlation analysis through rank-1 matrix approximation. EURASIP J. Adv. Signal Process. 2017 (2017)
Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane
Sparse canonical correlation analysis based on rank-1 matrix approximation and its application for FMRI signals. ICASSP (2016)
Chee-Ming Ting, Abd-Krim Seghouane, Sh-Hussain Salleh
Estimation of high-dimensional connectivity in FMRI data via subspace autoregressive models. SSP (2016)
Abd-Krim Seghouane, Muhammad Usman Khalid
Learning dictionaries from correlated data: Application to fMRI data analysis. ICIP (2016)
Shashanka Ubaru, Yousef Saad, Abd-Krim Seghouane
Fast estimation of approximate matrix ranks using spectral densities. CoRR (2016)
Muhammad Usman Khalid, Abd-Krim Seghouane
Multi-subject fMRI connectivity analysis using sparse dictionary learning and multiset canonical correlation analysis. ISBI (2015)
Adnan Shah, Muhammad Usman Khalid, Abd-Krim Seghouane
Recovering HRFs from overlapping ROIs in fMRI data using thresholding correlations for sparse dictionary learning. EMBC (2015)
Abd-Krim Seghouane, Adnan Shah
Consistent estimation of the FMRI hemodynamic response function in AR(1) noise. ISBI (2015)
Chee-Ming Ting, Abd-Krim Seghouane, Sheikh Hussain Shaikh Salleh, A. B. Mohd Noor
Estimating Effective Connectivity from fMRI Data Using Factor-based Subspace Autoregressive Models. IEEE Signal Process. Lett. 22 (6) (2015)
Muhammad Usman Khalid, Adnan Shah, Abd-Krim Seghouane
Sparse dictionary learning for fMRI analysis using autocorrelation maximization. EMBC (2015)
Chee-Ming Ting, Abd-Krim Seghouane, Muhammad Usman Khalid, Sh-Hussain Salleh
Is First-Order Vector Autoregressive Model Optimal for fMRI Data? Neural Comput. 27 (9) (2015)
Muhammad Usman Khalid, Abd-Krim Seghouane
Unsupervised detrending technique using sparse dictionary learning for fMRI preprocessing and analysis. ICASSP (2015)
Abd-Krim Seghouane, Muhammad Hanif
A sequential dictionary learning algorithm with enforced sparsity. ICASSP (2015)
Muhammad Hanif, Abd-Krim Seghouane
Non-Local Noise Estimation for Adaptive Image Denoising. DICTA (2015)
Adnan Shah, Abd-Krim Seghouane
An Integrated Framework for Joint HRF and Drift Estimation and HbO/HbR Signal Improvement in fNIRS Data. IEEE Trans. Medical Imaging 33 (11) (2014)
Muhammad Hanif, Abd-Krim Seghouane
An effective image restoration using Kullback-Leibler divergence minimization. ICIP (2014)
Muhammad Usman Khalid, Abd-Krim Seghouane
Constrained maximum likelihood based efficient dictionary learning for fMRI analysis. ISBI (2014)
Muhammad Usman Khalid, Abd-Krim Seghouane
A single SVD sparse dictionary learning algorithm for FMRI data analysis. SSP (2014)
Adnan Shah, Abd-Krim Seghouane
A model-free approachto increasing the effect size of FNIRS data. SSP (2014)
Abd-Krim Seghouane, Adnan Shah
Sparse estimation of the hemodynamic response functionin functional near infrared spectroscopy. ICASSP (2014)
Muhammad Hanif, Abd-Krim Seghouane
Blind image deblurring using non-negative sparse approximation. ICIP (2014)
Muhammad Hanif, Abd-Krim Seghouane
Maximum likelihood orthogonaldictionary learning. SSP (2014)
Abd-Krim Seghouane, Yousef Saad
Prewhitening High-Dimensional fMRI Data Sets Without Eigendecomposition. Neural Comput. 26 (5) (2014)
Chee-Ming Ting, Abd-Krim Seghouane, Sheikh Hussain Shaikh Salleh, A. B. Mohd Noor
Estimation of high-dimensional brain connectivity from FMRI data using factor modeling. SSP (2014)
Abd-Krim Seghouane, Leigh A. Johnston
Consistent hemodynamic response estimation function in fMRI using sparse prior information. ISBI (2014)
Muhammad Hanif, Abd-Krim Seghouane
An EM-based hybrid Fourier-wavelet image deconvolution algorithm. ICIP (2013)
Adnan Shah, Abd-Krim Seghouane
Estimation of hemodynamic response functions for un-delineated overlapping rois in fMRI data based on sparse dictionary learning. ISBI (2013)
Muhammad Usman Khalid, Abd-Krim Seghouane
Improving functional connectivity detection in FMRI by combining sparse dictionary learning and canonical correlation analysis. ISBI (2013)
Abd-Krim Seghouane, Adnan Shah
Consistent hemodynamic response function estimation in functional MRI by first order differencing. ISBI (2013)
Adnan Shah, Abd-Krim Seghouane
Consistent estimation of the hemodynamic response function in fNIRS. ICASSP (2013)
Adnan Shah, Abd-Krim Seghouane
Model-free optimal de-drifting and enhanced detection in fMRI data. MLSP (2013)
Muhammad Usman Khalid, Adnan Shah, Abd-Krim Seghouane
Adaptive 2DCCA Based Approach for Improving Spatial Specificity of Activation Detection in Functional MRI. DICTA (2012)
Abd-Krim Seghouane
FMRI activation detection using a variant of Akaike information criterion. SSP (2012)
Adnan Shah, Muhammad Usman Khalid, Abd-Krim Seghouane
Comparing causality measures of fMRI data using PCA, CCA and vector autoregressive modelling. EMBC (2012)
Abd-Krim Seghouane, Adnan Shah
HRF Estimation in fMRI Data With an Unknown Drift Matrix by Iterative Minimization of the Kullback-Leibler Divergence. IEEE Trans. Medical Imaging 31 (2) (2012)
Muhammad Hanif, Abd-Krim Seghouane
Blurred Image Deconvolution Using Gaussian Scale Mixtures Model in Wavelet Domain. DICTA (2012)
Abd-Krim Seghouane, Adnan Shah
Functional brain connectivity as revealed by singular spectrum analysis. EMBC (2012)
Abd-Krim Seghouane, Muhammad Hanif
A Kullback-Leibler divergence approach for wavelet-based blind image deconvolution. MLSP (2012)
Abd-Krim Seghouane, Muhammad Usman Khalid
Hierarchical sparse brain network estimation. MLSP (2012)
Abd-Krim Seghouane, Shun-ichi Amari
Identification of Directed Influence: Granger Causality, Kullback-Leibler Divergence, and Complexity. Neural Comput. 24 (7) (2012)
Abd-Krim Seghouane
A Kullback-Leibler Divergence Approach to Blind Image Restoration. IEEE Trans. Image Process. 20 (7) (2011)
Abd-Krim Seghouane
Quantifying information flowin fMRI using the Kullbakc-Leibler divergence. ISBI (2011)
Ju Lynn Ong, Abd-Krim Seghouane
From Point to Local Neighborhood: Polyp Detection in CT Colonography Using Geodesic Ring Neighborhoods. IEEE Trans. Image Process. 20 (4) (2011)
Abd-Krim Seghouane
New AIC Corrected Variants for Multivariate Linear Regression Model Selection. IEEE Trans. Aerosp. Electron. Syst. 47 (2) (2011)
Ju Lynn Ong, Abd-Krim Seghouane
Feature selection using mutual information in CT colonography. Pattern Recognit. Lett. 32 (2) (2011)
Abd-Krim Seghouane
A Kullback-Leibler Methodology for Unconditional ML DOA Estimation in Unknown Nonuniform Noise. IEEE Trans. Aerosp. Electron. Syst. 47 (4) (2011)
Abd-Krim Seghouane
Asymptotic bootstrap corrections of AIC for linear regression models. Signal Process. 90 (1) (2010)
Abd-Krim Seghouane
Maximum likelihood blind image restoration via alternating minimization. ICIP (2010)
Abd-Krim Seghouane, Ju Lynn Ong
Efficient feature selection for polyp detection. ICIP (2010)
Abd-Krim Seghouane, Ju Lynn Ong
Geodesic-ring based curvature maps for polyp detection in CT colonography. ICIP (2010)

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Publication Activity (10 Years)

Top Topics

Top Venues

Abd-Krim Seghouane