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Prof. Dr. Djamila AOUADA

Djamila AOUADA

Assistant professor/Senior research scientist

Faculty or Centre Interdisciplinary Centre for Security, Reliability and Trust
Department CVI2
Postal Address Campus Kirchberg, Université du Luxembourg
6, rue Richard Coudenhove-Kalergi
L-1359 Luxembourg
Campus Office E 213
Email
Telephone (+352) 46 66 44 5744

Djamila Aouada was born in Blida, Algeria, on November 10, 1982. She is Research Scientist at the Interdisciplinary Centre for Security, Reliability, and Trust (SnT), at the University of Luxembourg, and the head of the Computer Vision team in the SIGCOM group. She received the State Engineering degree (Ingéniorat d’État) in electronics in June 2005, from the École Nationale Polytechnique (ENP), Algiers, Algeria, and the Ph.D. degree in electrical engineering in May 2009 from North Carolina State University (NCSU), Raleigh, NC, USA. Dr. Aouada has been leading the computer vision activities at the SnT since 2009. She attracted several national (CORE FNR FAVE, 3D-Act, CORE FNR PPP ID-form, Smart Schoul 2025), industrial (IEE, Cetrel, Artec3D) and European projects (H2020 STARR), for which she is either the PI or the Vice-PI. She has co-supervised 5 PhD theses and is currently the main supervisor of 5 PhD Candidates. She has worked as a consultant for multiple renowned laboratories (Los Alamos National Laboratory, Alcatel Lucent Bell Labs., and Mitsubishi Electric Research Labs.). Her research interests span the areas of signal and image processing, computer vision, pattern recognition and data modelling. Dr. Aouada is Senior Member of the IEEE, member of the IEEE Signal Processing Society, IEEE  WIE, INSTICC and the Eta Kappa Nu honor society (HKN). She has served as the Chair of the IEEE Benelux Women in Engineering Affinity Group from 2014 to 2016. She regularly reviews for journals and conferences, including CVPR, IEEE TIP, CVIU, and SigPro. She is the co-author of four IEEE best paper awards.

Last updated on: Friday, 17 May 2019

My research interests span the areas of signal and image processing, computer vision, and pattern recognition. I have a specific interest for mathematical data modeling. My emphasis is on solving practical engineering problems while borrowing theoretical tools (Manifold Theory, Differential Geometry, Measure Theory).



Last updated on: 04 Apr 2011

Affiliations

  • Member of the Institute of Electrical and Electronics Engineers (IEEE)
  • Member of IEEE - Signal Processing Society (IEEE - SPS)
  • Member of IEEE - Women in Engineering (IEEE-WIN)
  • Member of Eta Kappa Nu (HKN)  honor society in Electrical and Computer Engineering

Service

  • Reviewer for IEEE Transactions on Image Processing (TIP, IEEE)
  • Reviewer for Signal Processing, International Journal (SigPro, Elsevier)
  • Reviewer for Journal of Visual Communication and Image Representation (JVCI, Elsevier)
  • Reviewer for Computational Statistics and Data Analysis (CSDA, Elsevier)
  • Reviewer for Computer Vision and Image Understanding Journal (CVIU, Elsevier)
  • Reviewer for the European Signal Processing Conference (EUSIPCO), 2006
  • Reviewer for IEEE International Conference on Image Processing (ICIP), 2006, 2007, 2008



Last updated on: 31 Jul 2017

Curriculum Vitae



Last updated on: 24 Jun 2018

PhD Students:

RA Collaborators:

PhD Alumni:

  • Girum Demisse (2014-2017) - Facebook
  • Hassan Afzal (2012-2016) - Leica Geosystems, HEXAGON
  • Alejandro Correa Bahnsen (2012-2015) - EasySolutions
  • Kassem Al Ismaeil (2011-2015) - Munich Re
  • Frederic Garcia (2009-2012) - IEE S.A.

Former RA Collaborators:

  • Rig Das
  • Girum Demisse
  • Michel Antunes
  • Aleksandar Stojanovic
  • Frederic Garcia

 



Last updated on: 19 May 2019

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2023

E. Dupont, I. P. Singh, L. Fuentes, S. A. Ali, A. Kacem, E. Ghorbel, and D. Aouada. "You Can Dance! Generating Music-Conditioned Dances on Real 3D Scans." Paper presented at 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2023), 2023.
N. Mejri, E. Ghorbel, and D. Aouada. "UNTAG: Learning Generic Features for Unsupervised Type-Agnostic Deepfake Detection." IEEE International Conference on Acoustics, Speech and Signal Processing. Proceedings (2023).
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2022

M. L. Jamrozik, V. Gaudilliere, M. A. Mohamed Ali, and D. Aouada. "Image Enhancement for Space Surveillance and Tracking." In Proceedings of the 73rd International Astronautical Congress. Paris, France: International Astronautical Federation, 2022.
A. Kacem, K. cherenkova, and D. Aouada. "Disentangled Face Identity Representationsfor Joint 3D Face Recognition and Neutralisation." 2022 8th International Conference on Virtual Reality (May 28, 2022).
A. S. Karadeniz, S. A. Ali, A. Kacem, E. Dupont, and D. Aouada. "TSCom-Net: Coarse-to-Fine 3D Textured Shape Completion Network." In TSCom-Net: Coarse-to-Fine 3D Textured Shape Completion Network. 2022.
J. Lorentz, T. Hartmann, A. Moawad, and D. Aouada. "Profiling the real world potential of neural network compression." In 2022 IEEE International Conference on Omni-layer Intelligent Systems (COINS), Barcelona 1-3 August 2022. IEEE, 2022.
J. Lorentz, T. Hartmann, A. Moawad, F. Fouquet, D. Aouada, and Y. Le Traon. "CalcGraph: taming the high costs of deep learning using models." Software and Systems Modeling (October 25, 2022).
M. A. Mohamed Ali, V. Gaudilliere, M. Ortiz Del Castillo, K. Al Ismaeil, and D. Aouada. "Leveraging Equivariant Features for Absolute Pose Regression." IEEE Conference on Computer Vision and Pattern Recognition (2022).
M. A. Mohamed Ali, A. Rathinam, V. Gaudilliere, M. Ortiz Del Castillo, and D. Aouada. "CubeSat-CDT: A Cross-Domain Dataset for 6-DoF Trajectory Estimation of a Symmetric Spacecraft." Proceedings of the 17th European Conference on Computer Vision Workshops (ECCVW 2022) (2022).
O. Oyedotun and D. Aouada. "A CLOSER LOOK AT AUTOENCODERS FOR UNSUPERVISED ANOMALY DETECTION." Paper presented at 2022 IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP), May 22, 2022.
K. Papadopoulos, A. Kacem, A. Shabayek, and D. Aouada. "Face-GCN: A Graph Convolutional Network for 3D Dynamic Face Recognition." 2022 8th International Conference on Virtual Reality (May 28, 2022).
A. Rathinam, V. Gaudilliere, L. Pauly, and D. Aouada. "Pose Estimation of a Known Texture-Less Space Target using Convolutional Neural Networks." In 73rd International Astronautical Congress, Paris 18-22 September 2022. 2022.
I. P. Singh, E. Ghorbel, O. Oyedotun, and D. Aouada. "MULTI LABEL IMAGE CLASSIFICATION USING ADAPTIVE GRAPH CONVOLUTIONAL NETWORKS (ML-AGCN)." IEEE International Conference on Image Processing (2022).
I. P. Singh, O. Oyedotun, E. Ghorbel, and D. Aouada. "IML-GCN: Improved Multi-Label Graph Convolutional Network for Efficient yet Precise Image Classification." AAAI-22 Workshop Program-Deep Learning on Graphs: Methods and Applications (February 2022).
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2021

A. Garcia Sanchez, M. A. Mohamed Ali, V. Gaudilliere, E. Ghorbel, K. Al Ismaeil, M. Perez, and D. Aouada. "LSPnet: A 2D Localization-oriented Spacecraft Pose Estimation Neural Network." Proceedings of Conference on Computer Vision and Pattern Recognition Workshops (June 2021): 2048-2056.
J. Lorentz, T. Hartmann, A. Moawad, F. Fouquet, and D. Aouada. "Explaining Defect Detection with Saliency Maps." In 34th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2021, Kuala Lumpur, Malaysia, July 26–29, 2021, Proceedings, Part II. Cham, Switzerland: Springer, 2021. 506-518.
N. Mejri, K. Papadopoulos, and D. Aouada. "Leveraging High-Frequency Components for Deepfake Detection." IEEE Workshop on Multimedia Signal Processing (October 8, 2021).
M. A. Mohamed Ali, V. Gaudilliere, E. Ghorbel, K. Al Ismaeil, M. Perez, M. Poucet, and D. Aouada. "SPACECRAFT RECOGNITION LEVERAGING KNOWLEDGE OF SPACE ENVIRONMENT: SIMULATOR, DATASET, COMPETITION DESIGN, AND ANALYSIS." 2021 IEEE International Conference on Image Processing (ICIP) (2021).
M. A. Mohamed Ali, M. Ortiz Del Castillo, K. Al Ismaeil, M. Perez, and D. Aouada. "Leveraging Temporal Information for 3D Trajectory Estimation of Space Objects." Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops (October 2021).
M. Ortiz Del Castillo, M. A. Mohamed Ali, M. L. Jamrozik, V. Gaudilliere, and D. Aouada. "Deep Learning-based Image Enhancement for Space Applications." Paper presented at ESA EO Φ-WEEK, September 2021.
O. Oyedotun, K. Al Ismaeil, and D. Aouada. "Why is Everyone Training Very Deep Neural Network with Skip Connections?" IEEE Transactions on Neural Networks and Learning Systems (November 24, 2021).
O. Oyedotun, K. Al Ismaeil, and D. Aouada. "Training very deep neural networks: Rethinking the role of skip connections." Neurocomputing (June 21, 2021).
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Revisiting the Training of Very Deep Neural Networks without Skip Connections." Paper presented at IEEE 2020 International Conference on Pattern Recognition (ICPR), 2021.
K. Papadopoulos, E. Ghorbel, D. Aouada, and B. Ottersten. "Vertex Feature Encoding and Hierarchical Temporal Modeling in a Spatio-Temporal Graph Convolutional Network for Action Recognition." In International Conference on Pattern Recognition, Milan 10-15 January 2021. 2021.
M. Perez, M. A. Mohamed Ali, A. Garcia Sanchez, E. Ghorbel, K. Al Ismaeil, P. Le Henaff, and D. Aouada. "Detection & Identification of On-Orbit Objects Using Machine Learning." European Conference on Space Debris 8, no. 1 (2021).
A. E. R. Shabayek and D. Aouada. "Dense and Sparse 3D Deformation Signatures for 3D Dynamic Face Recognition." IEEE Access 9 (2021): 38687-38705.
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2020

R. Baptista, A. F. A. Saint, K. Al Ismaeil, and D. Aouada. "Towards Generalization of 3D Human Pose Estimation In The Wild." In International Conference on Pattern Recognition (ICPR) Workshop on 3D Human Understanding, Milan 10-15 January 2021. 2020.
K. Cherenkova, D. Aouada, and G. Gusev. "PVDeConv: Point-Voxel Deconvolution for Autoencoding CAD Construction in 3D." Paper presented at IEEE International Conference on Image Processing. virtual, virtual, October 2020.
E. Ghorbel, R. Baptista, A. E. R. Shabayek, D. Aouada, M. Gorostiza Oramaeche, J. Orcajo Lago, and L. Ortiz Fernandez. "Home-based rehabilitation system for strokesurvivors: a clinical evaluation." Journal of medical systems (October 28, 2020).
E. Ghorbel, G. Demisse, D. Aouada, and B. Ottersten. "Fast Adaptive Reparametrization (FAR) with Application to Human Action Recognition." IEEE Signal Processing Letters (2020).
A. Kacem, H. Ben Abdessalem, K. Cherenkova, and D. Aouada. "Space-Time Triplet Loss Network for Dynamic 3D Face Verification." Paper presented at Workshop on 3D Human Understanding, ICPR 2020, 2020.
O. Oyedotun and D. Aouada. "Why do Deep Neural Networks with Skip Connections and Concatenated Hidden Representations Work?" Paper presented at The 27th International Conference on Neural Information Processing (ICONIP2020), November 18, 2020.
O. Oyedotun, D. Aouada, and B. Ottersten. "Structured Compression of Deep Neural Networks with Debiased Elastic Group LASSO." In IEEE 2020 Winter Conference on Applications of Computer Vision (WACV 20), Aspen, Colorado, US, March 2–5, 2020. 2020.
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Improved Highway Network Block for Training Very Deep Neural Networks." IEEE Access (October 2020).
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Deep network compression with teacher latent subspace learning and LASSO." Applied Intelligence (September 2020).
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "GOING DEEPER WITH NEURAL NETWORKS WITHOUT SKIP CONNECTIONS." In IEEE International Conference on Image Processing (ICIP 2020), Abu Dhabi, UAE, Oct 25–28, 2020. 2020.
K. Papadopoulos, E. Ghorbel, O. Oyedotun, D. Aouada, and B. Ottersten. "DeepVI: A Novel Framework for Learning Deep View-Invariant Human Action Representations using a Single RGB Camera." In IEEE International Conference on Automatic Face and Gesture Recognition, Buenos Aires 18-22 May 2020. 2020.
A. F. A. Saint, A. Kacem, K. Cherenkova, and D. Aouada. "3DBooSTeR: 3D Body Shape and Texture Recovery." Paper presented at SHARP workshop, ECCV 2020, August 23, 2020.
A. F. A. Saint, A. Kacem, K. Cherenkova, K. Papadopoulos, J. Chibane, G. Pons-Moll, G. Gusev, D. Foffi, D. Aouada, and B. Ottersten. "SHARP 2020: The 1st Shape Recovery from Partial Textured 3D Scans Challenge Results." Paper presented at SHARP workshop, ECCV 2020, August 23, 2020.
A. E. R. Shabayek, D. Aouada, K. Cherenkova, and G. Gusev. "3D SPARSE DEFORMATION SIGNATURE FOR DYNAMIC FACE RECOGNITION." In 27th IEEE International Conference on Image Processing (ICIP 2020), Abu Dhabi 25-28 October 2020. 2020.
A. E. R. Shabayek, D. Aouada, K. Cherenkova, and G. Gusev. "Towards Automatic CAD Modeling from 3D Scan Sketch based Representation." In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020), GRAPP. 2020. 392-398.
A. E. R. Shabayek, D. Aouada, K. Cherenkova, G. Gusev, and B. Ottersten. "3D DEFORMATION SIGNATURE FOR DYNAMIC FACE RECOGNITION." In 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), Barcelona 4-8 May 2020. 2020.
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2019

M. Adel Musallam, R. Baptista, K. Al Ismaeil, and D. Aouada. "Temporal 3D Human Pose Estimation for Action Recognition from Arbitrary Viewpoints." In 6th Annual Conf. on Computational Science & Computational Intelligence, Las Vegas 5-7 December 2019. Conference Publishing Services, 2019.
R. Baptista, E. Ghorbel, K. Papadopoulos, G. Demisse, D. Aouada, and B. Ottersten. "VIEW-INVARIANT ACTION RECOGNITION FROM RGB DATA VIA 3D POSE ESTIMATION." In IEEE International Conference on Acoustics, Speech and Signal Processing, Brighton, UK, 12–17 May 2019. 2019.
R. Baptista, E. Ghorbel, A. E. R. Shabayek, F. Moissenet, D. Aouada, A. Douchet, M. André, J. Pager, and S. Bouilland. "Home Self-Training: Visual Feedback for Assisting Physical Activity for Stroke Survivors." Computer Methods and Programs in Biomedicine (2019).
E. Ghorbel, K. Papadopoulos, R. Baptista, H. Pathak, G. Demisse, D. Aouada, and B. Ottersten. "A View-invariant Framework for Fast Skeleton-based Action Recognition Using a Single RGB Camera." In 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, Prague, 25-27 February 2018. 2019.
O. Oyedotun, D. Aouada, and B. Ottersten. "Learning to Fuse Latent Representations for Multimodal Data." Paper presented at 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Brighton, United Kingdom, May 14, 2019.
K. Papadopoulos, G. Demisse, E. Ghorbel, M. Antunes, D. Aouada, and B. Ottersten. "Localized Trajectories for 2D and 3D Action Recognition." Sensors (2019).
K. Papadopoulos, E. Ghorbel, R. Baptista, D. Aouada, and B. Ottersten. "Two-stage RGB-based Action Detection using Augmented 3D Poses." In 18th International Conference on Computer Analysis of Images and Patterns SALERNO, 3-5 SEPTEMBER, 2019. 2019.
A. F. A. Saint, A. E. R. Shabayek, K. Cherenkova, G. Gusev, D. Aouada, and B. Ottersten. "BODYFITR: Robust Automatic 3D Human Body Fitting." In Proceedings of the 2019 IEEE International Conference on Image Processing (ICIP). IEEE, 2019.
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2018

H. Afzal, D. Aouada, B. Mirbach, and B. Ottersten. "Full 3D Reconstruction of Non-Rigidly Deforming Objects." ACM Transactions on Multimedia Computing, Communications, & Applications (January 2018).
R. Baptista, M. Antunes, D. Aouada, and B. Ottersten. "Anticipating Suspicious Actions using a Small Dataset of Action Templates." In 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP). 2018.
R. Baptista, G. Demisse, D. Aouada, and B. Ottersten. "Deformation-Based Abnormal Motion Detection using 3D Skeletons." In IEEE International Conference on Image Processing Theory, Tools and Applications (IPTA). 2018.
R. Baptista, E. Ghorbel, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Key-Skeleton Based Feedback Tool for Assisting Physical Activity." In 2018 Zooming Innovation in Consumer Electronics International Conference (ZINC), 30-31 May 2018. 2018.
G. Demisse, D. Aouada, and B. Ottersten. "Deformation Based 3D Facial Expression Representation." ACM Transactions on Multimedia Computing, Communications, & Applications (2018).
G. Demisse, K. Papadopoulos, D. Aouada, and B. Ottersten. "Pose Encoding for Robust Skeleton-Based Action Recognition." In CVPRW: Visual Understanding of Humans in Crowd Scene, Salt Lake City, Utah, June 18-22, 2018. 2018.
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Highway Network Block with Gates Constraints for Training Very Deep Networks." In 2018 IEEE International Conference on Computer Vision and Pattern Recognition Workshop, June 18-22, 2018. Utah, US, 2018.
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "IMPROVING THE CAPACITY OF VERY DEEP NETWORKS WITH MAXOUT UNITS." In 2018 IEEE International Conference on Acoustics, Speech and Signal Processing. 2018.
K. Papadopoulos, M. Antunes, D. Aouada, and B. Ottersten. "A Revisit of Action Detection using Improved Trajectories." In IEEE International Conference on Acoustics, Speech and Signal Processing, Calgary, Alberta, Canada, 15–20 April 2018. 2018.
A. F. A. Saint, E. Ahmed, A. E. R. Shabayek, K. Cherenkova, G. Gusev, D. Aouada, and B. Ottersten. "3DBodyTex: Textured 3D Body Dataset." In 2018 Sixth International Conference on 3D Vision (3DV 2018). 2018.
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2017

R. Baptista, M. Antunes, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Flexible Feedback System for Posture Monitoring and Correction." In IEEE International Conference on Image Information Processing (ICIIP). 2017.
R. Baptista, M. Goncalves Almeida Antunes, D. Aouada, and B. Ottersten. "Video-Based Feedback for Assisting Physical Activity." In 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP). 2017.
A. Correa Bahnsen, S. Villegas, D. Aouada, and B. Ottersten. "Fraud Detection by Stacking Cost-Sensitive Decision Trees." In Data Science for Cyber-Security (DSCS), London 25-27 September. 2017.
G. Demisse, D. Aouada, and B. Ottersten. "Deformation Based Curved Shape Representation." IEEE Transactions on Pattern Analysis and Machine Intelligence (2017).
M. Goncalves Almeida Antunes, J. P. Barreto, D. Aouada, and B. Ottersten. "Unsupervised Vanishing Point Detection and Camera Calibration from a Single Manhattan Image with Radial Distortion." In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. 2017.
O. Oyedotun, G. Demisse, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Facial Expression Recognition via Joint Deep Learning of RGB-Depth Map Latent Representations." In 2017 IEEE International Conference on Computer Vision Workshop (ICCVW). 2017.
O. Oyedotun, A. E. R. Shabayek, D. Aouada, and B. Ottersten. "Training Very Deep Networks via Residual Learning with Stochastic Input Shortcut Connections." In 24th International Conference on Neural Information Processing, Guangzhou, China, November 14–18, 2017. 2017.
K. Papadopoulos, M. Goncalves Almeida Antunes, D. Aouada, and B. Ottersten. "Enhanced Trajectory-based Action Recognition using Human Pose." In IEEE International Conference on Image Processing, Beijing 17-20 Spetember 2017. 2017.
A. F. A. Saint, A. E. R. Shabayek, D. Aouada, B. Ottersten, K. Cherenkova, and G. Gusev. "Towards Automatic Human Body Model Fitting to a 3D Scan." In Proceedings of 3DBODY.TECH 2017 - 8th International Conference and Exhibition on 3D Body Scanning and Processing Technologies, Montreal QC, Canada, 11-12 Oct. 2017. Edited by N. D'APUZZO. Ascona, Switzerland: Hometrica Consulting, 2017. 274-280.
A. E. R. Shabayek, D. Aouada, A. F. A. Saint, and B. Ottersten. "DEFORMATION TRANSFER OF 3D HUMAN SHAPES AND POSES ON MANIFOLDS." In IEEE International Conference on Image Processing, Beijing 17-20 Spetember 2017. 2017.
A. E. R. Shabayek, R. Baptista, K. Papadopoulos, G. Demisse, O. Oyedotun, M. Antunes, D. Aouada et al. "STARR - Decision SupporT and self-mAnagement system for stRoke survivoRs Vision based Rehabilitation System." In European Project Space on Networks, Systems and Technologies. Volume 1: EPS Porto 2017. SciTePress, 2017. 69-80.
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2016

K. Al Ismaeil, D. Aouada, B. Mirbach, and B. Ottersten. "Enhancement of Dynamic Depth Scenes by Upsampling for Precise Super-Resolution (UP-SR)." Computer Vision and Image Understanding (2016).
K. Al Ismaeil, D. Aouada, T. Solignac, B. Mirbach, and B. Ottersten. "Real-Time Enhancement of Dynamic Depth Videos with Non-Rigid Deformations." IEEE Transactions on Pattern Analysis and Machine Intelligence 39, no. 10 (October 27, 2016): 2045-2059.
A. Correa Bahnsen, D. Aouada, A. Stojanovic, and B. Ottersten. "Feature Engineering Strategies for Credit Card Fraud Detection." Expert Systems with Applications 51 (2016): 134142.
G. Demisse, D. Aouada, and B. Ottersten. "Similarity Metric For Curved Shapes In Euclidean Space." In IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2016. 2016.
M. Goncalves Almeida Antunes, D. Aouada, and B. Ottersten. "A Revisit to Human Action Recognition from Depth Sequences: Guided SVM-Sampling for Joint Selection." In IEEE Winter Conference on Applications of Computer Vision (WACV), 2016. 2016.
M. Goncalves Almeida Antunes, R. Baptista, G. Demisse, D. Aouada, and B. Ottersten. "Visual and human-interpretable feedback for assisting physical activity." In European Conference on Computer Vision (ECCV) Workshop on Assistive Computer Vision and Robotics Amsterdam. 2016.
I. Rocco, M. Goncalves Almeida Antunes, D. Aouada, and B. Ottersten. "RGB-D and Thermal Sensor Fusion." In 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP). 2016.
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2015

H. Afzal, D. Aouada, F. Destelle, B. Mirbach, and B. Ottersten. "View-Independent Enhanced 3D Reconstruction of Non-Rigidly Deforming Objects." In 16th International Conference on Computer Analysis of Images and Patterns. 2015.
K. Al Ismaeil, D. Aouada, T. Solignac, B. Mirbach, and B. Ottersten. "Real-Time Non-Rigid Multi-Frame Depth Video Super-Resolution." In IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'15), (Best paper award). 2015.
D. Aouada, K. Al Ismaeil, and B. Ottersten. "Patch-based Statistical Performance Analysis of Upsampling for Precise Super–Resolution." In 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP'15). 2015.
A. C. Bahnsen, D. Aouada, and B. Ottersten. "Ensemble of Example-Dependent Cost-Sensitive Decision Trees." arXiv preprint arXiv:1505.04637 (2015).
A. Correa Bahnsen, D. Aouada, and B. Ottersten. "Example-Dependent Cost-Sensitive Decision Trees." Expert Systems with Applications 42, no. 19 (November 1, 2015): 6609-6619.
A. Correa Bahnsen, D. Aouada, and B. Ottersten. "A novel cost-sensitive framework for customer churn predictive modeling." Decision Analytics 2, no. 5 (June 13, 2015).
A. Correa Bahnsen, D. Aouada, A. Stojanovic, and B. Ottersten. "Detecting Credit Card Fraud using Periodic Features." In IEEE International Conference on Machine Learning and Applications. 2015.
G. Demisse, D. Aouada, and B. Ottersten. "Template-Based Statistical Shape Modelling on Deformation Space." In 22nd IEEE International Conference on Image Processing. 2015.
F. Garcia Becerro, D. Aouada, B. Mirbach, T. Solignac, and B. Ottersten. "Unified Multi-Lateral Filter for Real-Time Depth Map Enhancement." Image and Vision Computing 41 (September 2015): 26-42.
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2014

H. Afzal, K. Al Ismaeil, D. Aouada, F. O. Destelle, B. Mirbach, and B. Ottersten. "KinectDeform: Enhanced 3D Reconstruction of Non-Rigidly Deforming Objects." In Second International Conference on 3D Vision. Tokyo, Japan: IEEE Computer Society's Conference Publishing Services (CPS), 2014.
H. Afzal, D. Aouada, D. Fofi, B. Mirbach, and B. Ottersten. "RGB-D Multi-View System Calibration for Full 3D Scene Reconstruction." In 22nd International Conference on Pattern Recognition (ICPR'14). 2014.
D. Aouada, K. Al Ismaeil, K. Kedir Idris, and B. Ottersten. "Surface UP-SR for an Improved Face Recognition Using Low Resolution Depth Cameras." In 11th IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS'14). 2014.
D. Aouada and D. Khader. "SPN2: Single-Sided Privacy Preserving Nearest Neighbor and its Application to Face Recognition." In 11th IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS'14). 2014.
A. Correa Bahnsen, D. Aouada, and B. Ottersten. "Example-Dependent Cost-Sensitive Logistic Regression for Credit Scoring." In 2014 13th International Conference on Machine Learning and Applications. Detroit, Uni: IEEE, 2014. 263-269.
A. Correa Bahnsen, A. Stojanovic, D. Aouada, and B. Ottersten. "Improving Credit Card Fraud Detection with Calibrated Probabilities." In Proceedings of the fourteenth SIAM International Conference on Data Mining, Philadelphia, Pennsylvania, USA, April 24-26, 2014. Philadelphia, USA: Society for Industrial and Applied Mathematics, 2014. 677-685.
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2013

K. Al Ismaeil, D. Aouada, B. Mirbach, and B. Ottersten. "Dynamic Super Resolution of Depth Sequences with Non-Rigid Motions." In 20th International Conference on Image Processing. 2013.
K. Al Ismaeil, D. Aouada, B. Mirbach, and B. Ottersten. "Mutli-Frame Super-Resolution by Enhanced Shift & Add." In 8th International Symposium on Image and Signal Processing and Analysis. 2013.
K. Al Ismaeil, D. Aouada, B. Mirbach, and B. Ottersten. "Depth Super-Resolution by Enhanced Shift and Add." In Computer Analysis of Images and Patterns, 15th International Conference, CAIP 2013, York, UK, August 27-29, 2013, Proceedings, Part II. Springer Berlin Heidelberg, 2013. 100-107.
A. Correa Bahnsen, A. Stojanovic, D. Aouada, and B. Ottersten. "Cost Sensitive Credit Card Fraud Detection using Bayes Minimum Risk." Proceedings of 12th International Conference on Machine Learning and Applications, ICMLA 2013 1 (2013): 333-338.
F. Garcia Becerro, D. Aouada, T. Solignac, B. Mirbach, and B. Ottersten. "Real-time depth enhancement by fusion for RGB-D cameras." IET Computer Vision 7, no. 5 (2013): 335345.
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2012

K. Al Ismaeil, D. Aouada, B. Mirbach, and B. Ottersten. "Bilateral Filter Evaluation Based on Exponential Kernels." In Pattern Recognition (ICPR), 2012 21st International Conference on. IEEE Xplore, 2012. 258-261.
F. Garcia Becerro, D. Aouada, H. K. Abdella, T. Solignac, B. Mirbach, and B. Ottersten. "Depth Enhancement by Fusion for Passive and Active Sensing." In Computer Vision – ECCV 2012. Workshops and Demonstrations. Springer Berlin Heidelberg, 2012. 506-515.
F. Garcia Becerro, D. Aouada, B. Mirbach, and B. Ottersten. "Spatio-Temporal ToF Data Enhancement by Fusion." In 19th IEEE International Conference on Image Processing. 2012. 981-984.
F. Garcia Becerro, D. Aouada, B. Mirbach, and B. Ottersten. "Real-Time Distance-Dependent Mapping for a Hybrid ToF Multi-Camera Rig." IEEE Journal of Selected Topics in Signal Processing 6, no. 5 (2012): 1-12.
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2011

F. Garcia Becerro, D. Aouada, B. Mirbach, and B. Ottersten. "A New 1-D Colour Model and its Application to Image Filtering." In 2011 7th International Symposium on Image and Signal Processing and Analysis (ISPA). IEEE Xplore, 2011. 134-138.
F. Garcia Becerro, D. Aouada, B. Mirbach, and B. Ottersten. "Spiral Colour Model: Reduction from 3-D to 2-D." In International Conference on Acoustics, Speech and Signal Processing. 2011. 1305-1308.
F. Garcia Becerro, D. Aouada, B. Mirbach, T. Solignac, and B. Ottersten. "A New Multi-Lateral Filter for Real-Time Depth Enhancement." In 8th IEEE International Conference on Advanced Video and Signal-Based Surveillance. 2011. 42-47.
F. Garcia Becerro, D. Aouada, B. Mirbach, T. Solignac, and B. Ottersten. "Real-Time Hybrid ToF Multi-Camera Rig Fusion System for Depth Map Enhancement." In 2011 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2011. 1-8.
S. Nagaraja, P. Schaffer, and D. Aouada. "Who Clicks There!: Anonymizing the Photographer in a Camera Saturated Society." In Workshop on Privacy in the Electronic Society (WPES). 2011. 13-22.
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2010

D. Aouada, Y. Baryshnikov, and H. Krim. "Mahalanobis-based Adaptive Nonlinear Dimension Reduction." In 20th International Conference on Pattern Recognition. IEEE Xplore, 2010. 742-745.
D. Aouada and H. Krim. "Squigraphs for Fine and Compact Modeling of 3-D shapes." IEEE Transactions on Image Processing 19 (2010): 306-321.
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2009

D. Aouada and H. Krim. "Novel similarity invariant for space curves using turning angles and its application to object recognition." In IEEE International Conference on Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. 2009. 1277-1280.
D. Aouada and H. Krim. "Meaningful 3D shape partitioning using Morse functions." In 2009 16th IEEE International Conference on Image Processing. 2009. 417-420.
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2008

D. Aouada, D. Dreisigmeyer, and H. Krim. "Geometric modeling of rigid and non-rigid 3D shapes using the global geodesic function." In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. Anchorage, AK, 2008. 1-8.
D. Aouada and H. Krim. "3D Object Recognition Using Fully Intrinsic Skeletal Graphs." In International Conference on Computational Imaging, 2008. 2008. 1-8.
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2007

D. Aouada, S. Feng, and H. Krim. "Statistical Analysis of the Global Geodesic Function for 3D Object Classification." In IEEE International Conference on Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. 2007. 645-648.
S. Feng, D. Aouada, H. Krim, and I. Kogan. "3D Mixed Invariant and its Application on Object Classification." In IEEE International Conference on Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. 2007. 461-464.
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