Publications
2023
You Can Dance! Generating Music-Conditioned Dances on Real 3D Scans.; ; ; ; ; ;
Scientific Conference (2023)
UNTAG: Learning Generic Features for Unsupervised Type-Agnostic Deepfake Detection; ;
in IEEE International Conference on Acoustics, Speech and Signal Processing. Proceedings (2023)
2022
Image Enhancement for Space Surveillance and Tracking; ; ;
in Jamrozik, Michele Lynn; Gaudilliere, Vincent; Musallam, Mohamed Adel; Aouada, Djamila (Eds.) Proceedings of the 73rd International Astronautical Congress (2022)
The GOLDCREST mission and the on-board computing requirements necessary to generate the delay-Doppler maps required to determine soil moisture content; ; ;
in Proceedings of the 73rd International Astronautical Congress (2022)
Disentangled Face Identity Representationsfor Joint 3D Face Recognition and Neutralisation; ;
in 2022 8th International Conference on Virtual Reality (2022)
TSCom-Net: Coarse-to-Fine 3D Textured Shape Completion Network; ; ; ;
in Karadeniz, Ahmet Serdar; Ali, Sk Aziz; Kacem, Anis; Dupont, Elona; Aouada, Djamila (Eds.) TSCom-Net: Coarse-to-Fine 3D Textured Shape Completion Network (2022)
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 (2022, August 01)
CalcGraph: taming the high costs of deep learning using models; ; ; ; ;
in Software and Systems Modeling (2022)
Leveraging Equivariant Features for Absolute Pose Regression; ; ; ;
in IEEE Conference on Computer Vision and Pattern Recognition. (2022)
CubeSat-CDT: A Cross-Domain Dataset for 6-DoF Trajectory Estimation of a Symmetric Spacecraft; ; ; ;
in Proceedings of the 17th European Conference on Computer Vision Workshops (ECCVW 2022) (2022)
Face-GCN: A Graph Convolutional Network for 3D Dynamic Face Recognition; ; ;
in 2022 8th International Conference on Virtual Reality (2022)
Pose Estimation of a Known Texture-Less Space Target using Convolutional Neural Networks; ; ;
in 73rd International Astronautical Congress, Paris 18-22 September 2022 (2022, September)
A Deep Learning Approach for Reconstruction in Millimeter-Wave Imaging Systemsin IEEE Transactions on Antennas and Propagation (2022)
MULTI LABEL IMAGE CLASSIFICATION USING ADAPTIVE GRAPH CONVOLUTIONAL NETWORKS (ML-AGCN); ; ;
in IEEE International Conference on Image Processing (2022)
IML-GCN: Improved Multi-Label Graph Convolutional Network for Efficient yet Precise Image Classification; ; ;
in AAAI-22 Workshop Program-Deep Learning on Graphs: Methods and Applications (2022, February)
2021
LSPnet: A 2D Localization-oriented Spacecraft Pose Estimation Neural Network; ; ; ; ; ;
in Proceedings of Conference on Computer Vision and Pattern Recognition Workshops (2021, June)
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 (2021, July 19)
Leveraging High-Frequency Components for Deepfake Detection; ;
in IEEE Workshop on Multimedia Signal Processing (2021)
SPACECRAFT RECOGNITION LEVERAGING KNOWLEDGE OF SPACE ENVIRONMENT: SIMULATOR, DATASET, COMPETITION DESIGN, AND ANALYSIS; ; ; ; ; ;
in 2021 IEEE International Conference on Image Processing (ICIP) (2021)
Leveraging Temporal Information for 3D Trajectory Estimation of Space Objects; ; ; ;
in Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops (2021, October)
Training very deep neural networks: Rethinking the role of skip connections; ;
in Neurocomputing (2021)
Why is Everyone Training Very Deep Neural Network with Skip Connections?; ;
in IEEE Transactions on Neural Networks and Learning Systems (2021)
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)
Detection & Identification of On-Orbit Objects Using Machine Learning; ; ; ; ; ;
in European Conference on Space Debris (2021), 8(1),
Dense and Sparse 3D Deformation Signatures for 3D Dynamic Face Recognition;
in IEEE Access (2021), 9
2020
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)
PVDeConv: Point-Voxel Deconvolution for Autoencoding CAD Construction in 3D; ;
Scientific Conference (2020, October)
Home-based rehabilitation system for strokesurvivors: a clinical evaluation; ; ; ; ; ;
in Journal of medical systems (2020)
Fast Adaptive Reparametrization (FAR) with Application to Human Action Recognition; ; ;
in IEEE Signal Processing Letters (2020)
Dynamic facial expression generation on hilbert hypersphere with conditional wasserstein generative adversarial nets; ; ; ;
in IEEE Transactions on Pattern Analysis and Machine Intelligence (2020)
Why do Deep Neural Networks with Skip Connections and Concatenated Hidden Representations Work?;
Poster (2020, November 18)
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, March 01)
Deep network compression with teacher latent subspace learning and LASSO; ; ;
in Applied Intelligence (2020)
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, May 30)
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)
SHARP 2020: The 1st Shape Recovery from Partial Textured 3D Scans Challenge Results; ; ; ; ; ; ; ; ;
Scientific Conference (2020, August 23)
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, October)
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, February)
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, May)
2019
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 (2019, December)
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, May)
Home Self-Training: Visual Feedback for Assisting Physical Activity for Stroke Survivors; ; ; ; ; ; ; ;
in Computer Methods and Programs in Biomedicine (2019)
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, February)
An adaptive framework for real-time data reduction in AMI; ; ;
in Journal of King Saud University - Computer and Information Sciences (2019), 31(3), 392-402
Automatic Analysis of Facial Expressions Based on Deep Covariance Trajectories; ; ; ;
in IEEE Transactions on Neural Networks and Learning Systems (2019)
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)
BODYFITR: Robust Automatic 3D Human Body Fitting; ; ; ; ;
in Proceedings of the 2019 IEEE International Conference on Image Processing (ICIP) (2019, September 22)
2018
Full 3D Reconstruction of Non-Rigidly Deforming Objects; ; ;
in ACM Transactions on Multimedia Computing, Communications, & Applications (2018)
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, January)
Deformation-Based Abnormal Motion Detection using 3D Skeletons; ; ;
in IEEE International Conference on Image Processing Theory, Tools and Applications (IPTA) (2018, November)
Key-Skeleton Based Feedback Tool for Assisting Physical Activity; ; ; ;
in 2018 Zooming Innovation in Consumer Electronics International Conference (ZINC), 30-31 May 2018 (2018, May 31)
Deformation Based 3D Facial Expression Representation; ;
in ACM Transactions on Multimedia Computing, Communications, & Applications (2018)
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, June 18)
An extension of kernel learning methods using a modified Log-Euclidean distance for fast and accurate skeleton-based Human Action Recognition; ; ; ;
in Computer Vision and Image Understanding (2018), 175
Kinematic Spline Curves: A temporal invariant descriptor for fast action recognition; ; ; ;
in Image and Vision Computing (2018), 77
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 (2018, June 19)
IMPROVING THE CAPACITY OF VERY DEEP NETWORKS WITH MAXOUT UNITS; ; ;
in 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (2018, February 21)
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)
3DBodyTex: Textured 3D Body Dataset; ; ; ; ; ;
in 2018 Sixth International Conference on 3D Vision (3DV 2018) (2018)
Features and Classification Schemes for View-Invariant and Real-Time Human Action Recognition; ; ; ;
in IEEE Transactions on Cognitive and Developmental Systems (2018), 10(4), 894--902
2017
Flexible Feedback System for Posture Monitoring and Correction; ; ; ;
in IEEE International Conference on Image Information Processing (ICIIP) (2017)
Video-Based Feedback for Assisting Physical Activity; ; ;
in 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP) (2017)
Fraud Detection by Stacking Cost-Sensitive Decision Trees; ; ;
in Data Science for Cyber-Security (DSCS), London 25-27 September (2017)
Deformation Based Curved Shape Representation; ;
in IEEE Transactions on Pattern Analysis and Machine Intelligence (2017)
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)
Facial Expression Recognition via Joint Deep Learning of RGB-Depth Map Latent Representations; ; ; ;
in 2017 IEEE International Conference on Computer Vision Workshop (ICCVW) (2017, August 21)
Prototype Incorporated Emotional Neural Network (PI-EmNN);
in IEEE Transactions on Neural Networks and Learning Systems (2017)
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, July 31)
Enhanced Trajectory-based Action Recognition using Human Pose; ; ;
in IEEE International Conference on Image Processing, Beijing 17-20 Spetember 2017 (2017)
Towards Automatic Human Body Model Fitting to a 3D Scan; ; ; ; ;
in D'APUZZO, Nicola (Ed.) Proceedings of 3DBODY.TECH 2017 - 8th International Conference and Exhibition on 3D Body Scanning and Processing Technologies, Montreal QC, Canada, 11-12 Oct. 2017 (2017, October)
DEFORMATION TRANSFER OF 3D HUMAN SHAPES AND POSES ON MANIFOLDS; ; ;
in IEEE International Conference on Image Processing, Beijing 17-20 Spetember 2017 (2017)
STARR - Decision SupporT and self-mAnagement system for stRoke survivoRs Vision based Rehabilitation System; ; ; ; ; ; ; ; ; ; ; ; ; ; ;
in European Project Space on Networks, Systems and Technologies (2017)
2016
Enhancement of Dynamic Depth Scenes by Upsampling for Precise Super-Resolution (UP-SR); ; ;
in Computer Vision and Image Understanding (2016)
Real-Time Enhancement of Dynamic Depth Videos with Non-Rigid Deformations; ; ; ;
in IEEE Transactions on Pattern Analysis and Machine Intelligence (2016), 39(10), 2045-2059
Feature Engineering Strategies for Credit Card Fraud Detection; ; ;
in Expert Systems with Applications (2016), 51
Similarity Metric For Curved Shapes In Euclidean Space; ;
in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2016 (2016, June 26)
A fast and accurate motion descriptor for human action recognition applications; ; ; ;
in 2016 23rd International Conference on Pattern Recognition (ICPR) (2016)
Vers une reconnaissance en ligne d'actions à partir de caméras RGB-D; ; ; ;
in Reconnaissance de Formes et Intelligence Artificielle (2016)
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)
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)
Toward a real time view-invariant 3D action recognition; ; ;
in International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) (2016)
RGB-D and Thermal Sensor Fusion; ; ;
in 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP) (2016)
2015
View-Independent Enhanced 3D Reconstruction of Non-Rigidly Deforming Objects; ; ; ;
in 16th International Conference on Computer Analysis of Images and Patterns (2015)
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, June 12)
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, March)
Ensemble of Example-Dependent Cost-Sensitive Decision Trees; ;
in arXiv preprint arXiv:1505.04637 (2015)
Evaluation of an anatomically augmented Statistical Shape Model of the scapula: Clinical validation and reliability of landmark selection. Submited to; ; ; ;
in Computer Methods in Biomechanics and Biomedical Engineering. Imaging and Visualization (2015)
Validation d'un Nouveau Modèle Statistique de Scapula Augmenté de Marqueurs Anatomiques; ; ; ;
in TAIMA 2015: Traitement et Analyse de l'Information: Méthodes et Applications (2015)
Example-Dependent Cost-Sensitive Decision Trees; ;
in Expert Systems with Applications (2015), 42(19), 6609-6619
A novel cost-sensitive framework for customer churn predictive modeling; ;
in Decision Analytics (2015), 2(5),
Detecting Credit Card Fraud using Periodic Features; ; ;
in IEEE International Conference on Machine Learning and Applications (2015, December)
Template-Based Statistical Shape Modelling on Deformation Space; ;
in 22nd IEEE International Conference on Image Processing (2015)
Unified Multi-Lateral Filter for Real-Time Depth Map Enhancement; ; ; ;
in Image and Vision Computing (2015), 41
3D real-time human action recognition using a spline interpolation approach; ; ; ;
in 2015 International Conference on Image Processing Theory, Tools and Applications (IPTA) (2015)
2014
KinectDeform: Enhanced 3D Reconstruction of Non-Rigidly Deforming Objects; ; ; ; ;
in Second International Conference on 3D Vision (2014)
RGB-D Multi-View System Calibration for Full 3D Scene Reconstruction; ; ; ;
in 22nd International Conference on Pattern Recognition (ICPR'14) (2014)
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)
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)
Example-Dependent Cost-Sensitive Logistic Regression for Credit Scoring; ;
in 2014 13th International Conference on Machine Learning and Applications (2014, December 03)
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. (2014)
2013
Multi-frame super-resolution by enhanced shift & add; ; ;
in International Symposium on Image and Signal Processing and Analysis, ISPA (2013)
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 (2013)
Dynamic Super Resolution of Depth Sequences with Non-Rigid Motions; ; ;
in 20th International Conference on Image Processing (2013, September)
Mutli-Frame Super-Resolution by Enhanced Shift & Add; ; ;
in 8th International Symposium on Image and Signal Processing and Analysis (2013)
Cost Sensitive Credit Card Fraud Detection using Bayes Minimum Risk; ; ;
in Proceedings of 12th International Conference on Machine Learning and Applications, ICMLA 2013 (2013), 1
Real-time depth enhancement by fusion for RGB-D cameras; ; ; ;
in IET Computer Vision (2013), 7(5), 335345
2012
Bilateral Filter Evaluation Based on Exponential Kernels; ; ;
in Pattern Recognition (ICPR), 2012 21st International Conference on (2012)
Depth Enhancement by Fusion for Passive and Active Sensing; ; ; ; ;
in Computer Vision – ECCV 2012. Workshops and Demonstrations (2012)
Real-Time Distance-Dependent Mapping for a Hybrid ToF Multi-Camera Rig; ; ;
in IEEE Journal of Selected Topics in Signal Processing (2012), 6(5), 1-12
Spatio-Temporal ToF Data Enhancement by Fusion; ; ;
in 19th IEEE International Conference on Image Processing (2012)
A New Set of Quartic Trivariate Polynomial Equations for Stratied Camera Self-calibrationunder Zero-Skew and Constant Parameters Assumptions; ;
in Computer Vision – ECCV 2012, 12th European Conference on Computer Vision, Florence, Italy, October 7-13, 2012, Proceedings, Part VI (2012)
2011
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) (2011)
Spiral Colour Model: Reduction from 3-D to 2-D; ; ;
in International Conference on Acoustics, Speech and Signal Processing (2011)
A New Multi-Lateral Filter for Real-Time Depth Enhancement; ; ; ;
in 8th IEEE International Conference on Advanced Video and Signal-Based Surveillance (2011)
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)
Who Clicks There!: Anonymizing the Photographer in a Camera Saturated Society; ;
in Workshop on Privacy in the Electronic Society (WPES) (2011)
2010
Mahalanobis-based Adaptive Nonlinear Dimension Reduction; ;
in 20th International Conference on Pattern Recognition (2010)
Squigraphs for Fine and Compact Modeling of 3-D shapes;
in IEEE Transactions on Image Processing (2010), 19
Undated
Industrial defect detection on the edge with deep learning over scarcely labeled and extremely imbalanced data; ; ;
E-print/Working paper (n.d.)
