Publications

2024

Journal Articles

FRCSyn-onGoing: Benchmarking and comprehensive evaluation of real and synthetic data to improve face recognition systems

P. Melzi; R. Tolosana; R. Vera-Rodriguez; M. Kim; C. Rathgeb et al. 

Information Fusion. 2024-03-06. Vol. 107, p. 102322. DOI : 10.1016/j.inffus.2024.102322.

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An Optimal Control Formulation of Tool Affordance Applied to Impact Tasks

B. Ti; Y. Gao; J. Zhao; S. Calinon 

Ieee Transactions On Robotics. 2024-01-01. Vol. 40, p. 1966-1982. DOI : 10.1109/TRO.2024.3365993.

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Verification of an open-source Python library for the simulation of district heating networks with complex topologies

R. Boghetti; J. H. Kampf 

Energy. 2024-01-04. Vol. 290, p. 130169. DOI : 10.1016/j.energy.2023.130169.

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Conference Papers

ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees

S. Sajadmanesh; D. Gatica-Perez 

2024-01-01. 17th ACM International Conference on Web Search and Data Mining (WSDM), Merida, MEXICO, MAR 04-08, 2024. p. 596-605. DOI : 10.1145/3616855.3635761.

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Theses

Fast and Future: Towards Efficient Forecasting in Video Semantic Segmentation

E. P. G. Courdier / F. Fleuret; A. Roshan Zamir (Dir.)  

Lausanne, EPFL, 2024. 

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Generalization and Personalization of Machine Learning for Multimodal Mobile Sensing in Everyday Life

L. B. Meegahapola / D. Gatica-Perez (Dir.)  

Lausanne, EPFL, 2024. 

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2023

Journal Articles

Comprehensive Vulnerability Evaluation of Face Recognition Systems to Template Inversion Attacks via 3D Face Reconstruction

H. O. Shahreza; S. Marcel 

Ieee Transactions On Pattern Analysis And Machine Intelligence. 2023-12-01. Vol. 45, num. 12, p. 14248-14265. DOI : 10.1109/TPAMI.2023.3312123.

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Tensor train for global optimization problems in robotics

S. Shetty; T. Lembono; T. Low; S. Calinon 

International Journal Of Robotics Research. 2023-11-30. DOI : 10.1177/02783649231217527.

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Conference Papers

HyperMixer: An MLP-based Low Cost Alternative to Transformers

F. Mai; A. Pannatier; F. Fehr; H. Chen; F. Marelli et al. 

2023-01-01. 61st Annual Meeting of the the Association-for-Computational-Linguistics (ACL), Toronto, CANADA, JUL 09-14, 2023. p. 15632-15654.

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ChildPlay: A New Benchmark for Understanding Children’s Gaze Behaviour

S. Tafasca; A. Gupta; J-M. Odobez 

2023-01-01. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, FRANCE, OCT 02-06, 2023. p. 20878-20889. DOI : 10.1109/ICCV51070.2023.01914.

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Template Inversion Attack against Face Recognition Systems using 3D Face Reconstruction

H. O. Shahreza; S. Marcel 

2023-01-01. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, FRANCE, OCT 02-06, 2023. p. 19605-19615. DOI : 10.1109/ICCV51070.2023.01801.

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Toward responsible face datasets: modeling the distribution of a disentangled latent space for sampling face images from demographic groups

P. Rahimi; C. Ecabert; S. Marcel 

2023-01-01. IEEE International Joint Conference on Biometrics (IJCB), Ljubljana, SLOVENIA, SEP 25-28, 2023. DOI : 10.1109/IJCB57857.2023.10449046.

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Inversion of Deep Facial Templates using Synthetic Data

H. O. Shahreza; S. Marcel 

2023-01-01. IEEE International Joint Conference on Biometrics (IJCB), Ljubljana, SLOVENIA, SEP 25-28, 2023. DOI : 10.1109/IJCB57857.2023.10449033.

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EFaR 2023: Efficient Face Recognition Competition

J. N. Kolf; F. Boutros; J. Elliesen; M. Theuerkauf; N. Damer et al. 

2023-01-01. IEEE International Joint Conference on Biometrics (IJCB), Ljubljana, SLOVENIA, SEP 25-28, 2023. DOI : 10.1109/IJCB57857.2023.10448917.

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Approximating Optimal Morphing Attacks using Template Inversion

L. Colbois; H. O. Shahreza; S. Marcel 

2023-01-01. IEEE International Joint Conference on Biometrics (IJCB), Ljubljana, SLOVENIA, SEP 25-28, 2023. DOI : 10.1109/IJCB57857.2023.10448752.

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SynthDistill: Face Recognition with Knowledge Distillation from Synthetic Data

H. O. Shahreza; A. George; S. Marcel 

2023-01-01. IEEE International Joint Conference on Biometrics (IJCB), Ljubljana, SLOVENIA, SEP 25-28, 2023. DOI : 10.1109/IJCB57857.2023.10448642.

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BLACK-BOX ATTACKS ON IMAGE ACTIVITY PREDICTION AND ITS NATURAL LANGUAGE EXPLANATIONS

A. E. Baia; V. Poggioni; A. Cavallaro 

2023-01-01. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, FRANCE, OCT 02-06, 2023. p. 3688-3697. DOI : 10.1109/ICCVW60793.2023.00396.

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Affordance segmentation of hand-occluded containers from exocentric images

T. Apicella; A. Xompero; E. Ragusa; R. Berta; A. Cavallaro et al. 

2023-01-01. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, FRANCE, OCT 02-06, 2023. p. 1890-1899. DOI : 10.1109/ICCVW60793.2023.00204.

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Learning Joint Space Reference Manifold for Reliable Physical Assistancey

A. Razmjoo; T. Brecelj; K. Savevska; A. Ude; T. Petric et al. 

2023-01-01. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Detroit, MI, OCT 01-05, 2023. p. 10412-10417. DOI : 10.1109/IROS55552.2023.10342173.

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Blackbox Face Reconstruction from Deep Facial Embeddings Using A Different Face Recognition Model

H. O. Shahreza; S. Marcel 

2023-01-01. 30th IEEE International Conference on Image Processing (ICIP), Kuala Lumpur, MALAYSIA, OCT 08-11, 2023. p. 2435-2439. DOI : 10.1109/ICIP49359.2023.10222312.

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Demonstration-guided Optimal Control for Long-term Non-prehensile Planar Manipulation

T. Xue; H. Girgin; T. S. Lembono; S. Calinon 

2023-01-01. IEEE International Conference on Robotics and Automation (ICRA), London, ENGLAND, MAY 29-JUN 02, 2023. p. 4999-5005. DOI : 10.1109/ICRA48891.2023.10161496.

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Understanding the Social Context of Eating with Multimodal Smartphone Sensing: The Role of Country Diversity

N. Kammoun; L. Meegahapola; D. Gatica-Perez 

2023-01-01. 25th International Conference on Multimodal Interaction (ICMI), Paris, FRANCE, OCT 09-13, 2023. p. 604-612. DOI : 10.1145/3577190.3614129.

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Keep Sensors in Check: Disentangling Country-Level Generalization Issues in Mobile Sensor-Based Models with Diversity Scores

A. Nanchen; L. Meegahapola; W. Droz; D. Gatica-Perez 

2023-01-01. AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES), Montreal, CANADA, AUG 08-10, 2023. p. 217-228. DOI : 10.1145/3600211.3604688.

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Referencing in YouTube Knowledge Communication Videos

H. Kim; D. Gatica-Perez 

2023-01-01. ACM International Conference on Interactive Media Experiences (IMX), Nantes, FRANCE, JUN 12-15, 2023. p. 60-70. DOI : 10.1145/3573381.3596163.

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GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation

S. Sajadmanesh; A. S. Shamsabadi; A. Bellet; D. Gatica-Perez 

2023-01-01. 32nd USENIX Security Symposium, Anaheim, CA, AUG 09-11, 2023. p. 3223-3240.

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