A/Prof Karim Seghouane
Associate Professor Mathematical Statistics
School of Mathematics and Statistics
165 Scholarly works
11 Projects
HIGHLIGHTS
2026
Journal article
Sparse Canonical Correlation Analysis With Preserved Sparsity
DOI: 10.1109/TKDE.2025.36258182025
Journal article
A Statistical Characterization of Dynamic Brain Functional Connectivity
DOI: 10.1002/hbm.701452025
Journal article
A Guide to Image- and Video-Based Small Object Detection Using Deep Learning: Case Study of Maritime Surveillance
DOI: 10.1109/TITS.2025.35306782025
Conference Proceedings
Robust Deterministic DOA Estimation Using α-divergence in Unknown Noise Fields with Sparse Sensor Arrays
DOI: 10.1109/ICASSP49660.2025.108890492023
Research Contracts
Maritime Synthetic Aperture Radar Automated Target Recognition
2020
Research Grant
Multi-Modal Dictionary Learning for Smart City Operation and Management
2020
Research grants (ARC, NHMRC, MRFF)
Multi-Modal Dictionary Learning for Smart City Operation and Management
RECENT SCHOLARLY WORKS
2024
Journal article
Learning Robust and Sparse Principal Components with the α-Divergence
DOI: 10.1109/TIP.2024.34034932024
Conference Proceedings
AN α-DIVERGENCE APPROACH TO ROBUST CANONICAL CORRELATION ANALYSIS
DOI: 10.1109/ICIP51287.2024.106477042023
Journal article
B-Pose: Bayesian Deep Network for Camera 6-DoF Pose Estimation from RGB Images
DOI: 10.1109/LRA.2023.33130622023
Journal article
RBDL: Robust block-Structured dictionary learning for block sparse representation
DOI: 10.1016/j.patrec.2023.06.0092023
Conference Proceedings
Extended Expectation Maximization for Under-Fitted Models
DOI: 10.1109/ICASSP49357.2023.100955262023
Conference Proceedings
Robust Subspace Tracking with Contamination Mitigation via α-Divergence
DOI: 10.1109/ICASSP49357.2023.10094931
RECENT PROJECTS
2022
Research Contracts
Dataset Review for Classification of Fishing Vessels via Machine Learning
2021
Research Contracts
An Α-Divergence Approach for Robust Target Motion Analysis