TRaining in Secure and PrivAcy-preserving biometricS

Project Information

TReSPAsS-ETN

Grant agreement ID: 860813

DOI 10.3030/860813

Project closed

EC signature date 9 August 2019

Start date 1 January 2020

End date 31 December 2023

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost € 3 725 976,96

EU contribution € 3 725 976,96

Coordinated by

EURECOM GIE
France

Deliverables

Other (17)

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 3

D23 D43 will describe the third process for recruitment networkwide training and the TReSPAsSETN summerwinter school

Yearly progress report No. 3

D39 (D6.5) will report the third yearly progress.

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 4

D24 (D4.4) will describe the fourth process for recruitment, network-wide training and the TReSPAsSETN summer/winter school.

Network-wide training activities report No. 2

D30 D410 will describe the second report of the networkwide training activities

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 5

D25 (D4.5) will describe the fifth process for recruitment, network-wide training and the TReSPAsSETN summer/winter school.

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 1

D21 D41 will describe the first process for recruitment networkwide training and the TReSPAsSETN summerwinter school

Yearly progress report No. 1

D37 D63 will report the first yearly progress

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 2

D22 D42 will describe the second process for recruitment networkwide training the TReSPAsSETN summerwinter school

Recruitment, network-wide training and the TReSPAsSETN summer/winter school No. 6

D26 (D4.6) will describe the sixth process for recruitment, network-wide training and the TReSPAsSETN summer/winter school.

Network-wide training activities report No. 3

D31 (D4.11) will describe the third report of the network-wide training activities.

Network-wide training activities report No. 1

D29 D49 will describe the first report of the networkwide training activities

Network-wide training activities report No. 4

D32 (D4.12) will describe the fourth report of the network-wide training activities.

Integrated exploitation plan

D41 (D6.7) will report the integrated exploitation plan.

Yearly progress report No. 2

D38 D64 will report the second yearly progress

Website launched

D35 D61 will describe the website

Analytical Report on projects Impact

D42 (D6.8) will report the analytical Report on projects Impact.

Approved personal career development plans

D28 D48 will describe the approved personal career development plans

Open Research Data Pilot (4)

Dissemination plan

D33 D51 will describe the dissemination plan

Data management plan

Data Management Plan submitted to the REA

Dissemination report

D34 (D5.2) will describe the dissemination report.

Final TReSPAsS-ETN Workshop

D27 (D4.7) will describe the Final TReSPAsS-ETN Workshop.

Publications

Conference proceedings (19)

MLP-Hash: Protecting Face Templates via Hashing of Randomized Multi-Layer Perceptron

Author(s): Shahreza, Hatef Otroshi; Hahn, Vedrana Krivokuća; Marcel, Sébastien
Published in: Crossref, Issue 1, 2023
Publisher: EUSIPCO
DOI: 10.23919/eusipco58844.2023.10289780

SynthDistill: Face Recognition with Knowledge Distillation from Synthetic Data

Author(s): Shahreza, Hatef Otroshi; George, Anjith; Marcel, Sébastien
Published in: Issue 1, 2023
Publisher: IJCB
DOI: 10.48550/arxiv.2308.14852

Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems

Author(s): Panariello, Michele; Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Published in: https://interspeech2023.org/, Issue 1, 2023
Publisher: Interspeech
DOI: 10.21437/interspeech.2023-703

Improving Parkinson Detection Using Dynamic Features From Evoked Expressions in Video

Author(s): Luis F. Gomez, Aythami Morales, Juan R. Orozco-Arroyave, Roberto Daza, Julian Fierrez
Published in: IEEE/CVF Conf. on CVPR Workshops, 2021, Page(s) 1562-1570
Publisher: IEEE
DOI: 10.1109/cvprw53098.2021.00172

Can Spoofing Countermeasure And Speaker Verification Systems Be Jointly Optimised?

Author(s): Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Published in: https://hal.science/hal-04031754, Issue 1, 2023
Publisher: ICASSP
DOI: 10.1109/icassp49357.2023.10095068

On the Recognition Performance of BioHashing on state-of-the-art Face Recognition models

Author(s): Hatef Otroshi Shahreza; Vedrana Krivokuća Hahn; Sébastien Marcel
Published in: IEEE International Workshop on Information Forensics and Security (WIFS), 2021, ISSN 2157-4766
Publisher: WIFS 2021
DOI: 10.1109/wifs53200.2021.9648382

FaceQvec: Vector Quality Assessment for Face Biometrics based on ISO Compliance

Author(s): Javier Hernandez-Ortega, Julian Fierrez, Luis F. Gomez, Aythami Morales, Jose Luis Gonzalez-de-Suso, Francisco Zamora-Martinez
Published in: IEEE/CVF Winter Conf. on Applications of Computer Vision Workshops (WACVw), 2022
Publisher: IEEE
DOI: 10.1109/wacvw54805.2022.00014

Deep Auto-Encoding and Biohashing for Secure Finger Vein Recognition

Author(s): Hatef Otroshi Shahreza; Sébastien Marcel
Published in: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021, ISSN 1520-6149
Publisher: ICASSP 2021
DOI: 10.1109/icassp39728.2021.9414498

Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection

Author(s): Wanying Ge; Michele Panariello; Jose Patino; Massimiliano Todisco; Nicholas Evans
Published in: Interspeech 2021, 2021
Publisher: Interspeech 2021
DOI: 10.21437/interspeech.2021-1187

Privacy-Preserving Voice Anti-Spoofing Using Secure Multi-Party Computation

Author(s): Oubaïda Chouchane, Baptiste Brossier, Jorge Esteban Gamboa Gamboa, Thomas Lardy, Hemlata Tak, Orhan Ermis, Madhu R. Kamble, Jose Patino, Nicholas Evans, Melek Önen, Massimiliano Todisco
Published in: Interspeech 2021, 2021
Publisher: Interspeech 2021
DOI: 10.21437/interspeech.2021-983

On the potential of jointly-optimised solutions to spoofing attack detection and automatic speaker verification

Author(s): Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Published in: 2022, Issue 1, 2022
Publisher: IBERSPEECH
DOI: 10.21437/iberspeech.2022-11

Fairness and Privacy in Voice Biometrics: A Study of Gender Influences Using wav2vec 2.0

Author(s): Chouchane, Oubaida; Panariello, Michele; Galdi, Chiara; Todisco, Massimiliano; Evans, Nicholas
Published in: https://hal.science/hal-04189080, Issue 1, 2023
Publisher: BIOSIG
DOI: 10.1109/biosig58226.2023.10345975

Spoofing attack augmentation: can differently-trained attack models improve generalisation?

Author(s): Ge, Wanying; Wang, Xin; Yamagishi, Junichi; Todisco, Massimiliano; Evans, Nicholas
Published in: Issue 1, 2024
Publisher: ICASSP
DOI: 10.48550/arxiv.2309.09586

Raw Differentiable Architecture Search for Speech Deepfake and Spoofing Detection

Author(s): Wanying Ge; Jose Patino; Massimiliano Todisco; Nicholas Evans
Published in: ASVspoof 2021 Workshop, 2021
Publisher: Isca speech
DOI: 10.21437/asvspoof.2021-4

Differentially Private Adversarial Auto-Encoder to Protect Gender in Voice Biometrics

Author(s): Chouchane, Oubaïda; Panariello, Michele; Zari, Oualid; Kerenciler, Ismet; Chihaoui, Imen; Todisco, Massimiliano; Önen, Melek
Published in: https://hal.science/hal-04151999, Issue 1, 2023
Publisher: IH&MMSec '23: Proceedings of the 2023 ACM Workshop on Information Hiding and Multimedia Security
DOI: 10.1145/3577163.3595102

Differential Anomaly Detection for Facial Images

Author(s): Mathias Ibsen, Lázaro Janier Gonzalez-Soler, Christian Rathgeb, Pawel Drozdowski, Marta Gomez-Barrero, Christoph Busch
Published in: IEEE International Workshop on Information Forensics and Security (WIFS), 2021, ISSN 2157-4774
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/wifs53200.2021.9648392

An anomaly detection approach for backdoored neural networks: face recognition as a case study

Author(s): Alexander Unnervik; Sebastien Marcel
Published in: BIOSIG 2022, Issue 9, 2022
Publisher: BIOSIG
DOI: 10.1109/biosig55365.2022.9897044

Benchmarking fixed-length Fingerprint Representations across different Embedding Sizes and Sensor Types

Author(s): Rohwedder, Tim; Osorio-Roig, Daile; Rathgeb, Christian; Busch, Christoph
Published in: BIOSIG 2023, Issue 1, 2023
Publisher: BIOSIG
DOI: 10.1109/biosig58226.2023.10346008

Explaining Deep Learning Models for Spoofing and Deepfake Detection with Shapley Additive Explanations

Author(s): Ge, Wanying; Patino, Jose; Todisco, Massimiliano; Evans, Nicholas
Published in: "ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2022, Singapore, Singapore. pp.6387-6391, ⟨10.1109/ICASSP43922.2022.9747476⟩", Issue 1, 2021
Publisher: ICASSP
DOI: 10.1109/icassp43922.2022.9747476

Other (15)

ECG Biometric Recognition: Review, System Proposal, and Benchmark Evaluation

Author(s): Pietro Melzi; Ruben Tolosana; Ruben Vera-Rodriguez
Published in: Crossref, Issue 2, 2023
Publisher: arxiv
DOI: 10.1109/access.2023.3244651

OTB-morph: One-time Biometrics via Morphing

Author(s): Mahdi Ghafourian; Julian Fierrez; Ruben Vera-Rodriguez; Aythami Morales; Ignacio Serna
Published in: Crossref, Issue 1, 2022
Publisher: arxiv
DOI: 10.1007/s11633-023-1432-x

Fun Selfie Filters in Face Recognition: Impact Assessment and Removal

Author(s): Cristian Botezatu; Mathias Ibsen; Christian Rathgeb; Christoph Busch
Published in: Crossref, Issue 1, 2022
Publisher: arxiv
DOI: 10.1109/tbiom.2022.3185884

EdgeFace: Efficient Face Recognition Model for Edge Devices

Author(s): George, Anjith; Ecabert, Christophe; Shahreza, Hatef Otroshi; Kotwal, Ketan; Marcel, Sebastien
Published in: Issue 2, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2307.01838

Child Face Recognition at Scale: Synthetic Data Generation and Performance Benchmark

Author(s): Falkenberg, Magnus; Ottsen, Anders Bensen; Ibsen, Mathias; Rathgeb, Christian
Published in: Issue 1, 2022
Publisher: arxiv
DOI: 10.48550/arxiv.2304.11685

Optimizing Key-Selection for Face-based One-Time Biometrics via Morphing

Author(s): Osorio-Roig, Daile; Ghafourian, Mahdi; Rathgeb, Christian; Vera-Rodriguez, Ruben; Busch, Christoph; Fierrez, Julian
Published in: Issue 2, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2310.02997

Benchmarking of Cancelable Biometrics for Deep Templates

Author(s): Shahreza, Hatef Otroshi; Melzi, Pietro; Osorio-Roig, Dailé; Rathgeb, Christian; Busch, Christoph; Marcel, Sébastien; Tolosana, Ruben; Vera-Rodriguez, Ruben
Published in: Crossref, Issue 1, 2023
Publisher: arxiv
DOI: 10.2139/ssrn.4220818

Privacy-preserving Multi-biometric Indexing based on Frequent Binary Patterns

Author(s): Osorio-Roig, Daile; Gonzalez-Soler, Lazaro J.; Rathgeb, Christian; Busch, Christoph
Published in: Issue 1, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2310.03091

Face Beneath the Ink: Synthetic Data and Tattoo Removal with Application to Face Recognition

Author(s): Mathias Ibsen; Christian Rathgeb; Pawel Drozdowski; Christoph Busch
Published in: Applied Sciences; Volume 12; Issue 24; Pages: 12969, Issue 1, 2022
Publisher: arxiv
DOI: 10.3390/app122412969

Toward Face Biometric De-identification using Adversarial Examples

Author(s): Ghafourian, Mahdi; Fierrez, Julian; Gomez, Luis Felipe; Vera-Rodriguez, Ruben; Morales, Aythami; Rezgui, Zohra; Veldhuis, Raymond
Published in: Crossref, Issue 2, 2023
Publisher: arxiv
DOI: 10.1109/compsac57700.2023.00099

GANDiffFace: Controllable Generation of Synthetic Datasets for Face Recognition with Realistic Variations

Author(s): Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Lawatsch, Dominik; Domin, Florian; Schaubert, Maxim
Published in: Crossref, Issue 1, 2023
Publisher: arxiv
DOI: 10.1109/iccvw60793.2023.00333

Reversing Deep Face Embeddings with Probable Privacy Protection

Author(s): Osorio-Roig, Daile; Gerlitz, Paul A.; Rathgeb, Christian; Busch, Christoph
Published in: Issue 1, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2310.03005

An Overview of Privacy-enhancing Technologies in Biometric Recognition

Author(s): Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Busch, Christoph
Published in: Issue 29, 2022
Publisher: arxiv.org
DOI: 10.48550/arxiv.2206.10465

Exploring Transformers for On-Line Handwritten Signature Verification

Author(s): Melzi, Pietro; Tolosana, Ruben; Vera-Rodriguez, Ruben; Delgado-Santos, Paula; Stragapede, Giuseppe; Fierrez, Julian; Ortega-Garcia, Javier
Published in: Issue 1, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2307.01663

edBB-Demo: Biometrics and Behavior Analysis for Online Educational Platforms

Author(s): Daza, Roberto; Morales, Aythami; Tolosana, Ruben; Gomez, Luis F.; Fierrez, Julian; Ortega-Garcia, Javier
Published in: Crossref, Issue 1, 2022
Publisher: arxiv
DOI: 10.1609/aaai.v37i13.27066

Peer reviewed articles (10)

Analyzing artificial intelligence systems for the prediction of atrial fibrillation from sinus-rhythm ECGs including demographics and feature visualization

Author(s): Pietro Melzi, Ruben Tolosana, Alberto Cecconi, Ancor Sanz-Garcia, Guillermo J Ortega, Luis Jesus Jimenez-Borreguero, Ruben Vera-Rodriguez
Published in: Scientific Reports, 2021, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-021-02179-1

Towards Protecting and Enhancing Vascular Biometric Recognition Methods via Biohashing and Deep Neural Networks

Author(s): Hatef Otroshi Shahreza; Sébastien Marcel
Published in: IEEE Transactions on Biometrics, Behavior, and Identity Science, Issue 1, 2021, ISSN 2637-6407
Publisher: IEEE
DOI: 10.1109/tbiom.2021.3076444

Impact of facial tattoos and paintings on face recognition systems

Author(s): Mathias Ibsen; Christian Rathgeb; Thomas Fink; Pawel Drozdowski; Christoph Busch
Published in: IET Biometrics, Vol 10, Iss 6, Pp 706-719 (2021), Issue 2, 2021, ISSN 2047-4946
Publisher: Institution of Engineering and Technology
DOI: 10.1049/bme2.12032

Prediction of Atrial Fibrillation from Sinus-Rhythm Electrocardiograms Based on Deep Neural Networks: Analysis of Time Intervals and Longitudinal Study

Author(s): Pietro Melzi; Ruben Vera-Rodriguez; Ruben Tolosana; Ancor Sanz-Garcia; Alberto Cecconi; Guillermo J. Ortega; Luis Jesus Jimenez-Borreguero
Published in: Crossref, Issue 1, 2023, ISSN 1876-0988
Publisher: ELSEVIER
DOI: 10.1016/j.irbm.2023.100811

IRL-Net: Inpainted Region Localization Network via Spatial Attention

Author(s): Amir Etefaghi Daryani; Mahdieh Mirmahdi; Ahmad Hassanpour; Hatef Otroshi Shahreza; Bian Yang; Julian Fierrez
Published in: Crossref, Issue 1, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3324541

Measuring Linkability of Protected Biometric Templates Using Maximal Leakage

Author(s): Hatef Otroshi Shahreza; Yanina Y. Shkel; Sébastien Marcel
Published in: Crossref, Issue 2, 2023, ISSN 1556-6013
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tifs.2023.3266170

Attacking Face Recognition With T-Shirts: Database, Vulnerability Assessment, and Detection

Author(s): Mathias Ibsen; Christian Rathgeb; Fabian Brechtel; Ruben Klepp; Katrin Pöppelmann; Anjith George; Sébastien Marcel; Christoph Busch
Published in: IEEE Access, Issue 59, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3282780

Stable Hash Generation for Efficient Privacy-Preserving Face Identification

Author(s): Dailé Osorio-Roig, Christian Rathgeb, Pawel Drozdowski, Christoph Busch
Published in: IEEE Transactions on Biometrics, Behavior, and Identity Science, 2021, ISSN 2637-6407
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbiom.2021.3100639

Exploring Facial Expressions and Action Unit Domains For Parkinson Detection

Author(s): Luis F. Gomez; Aythami Morales; Julian Fierrez; Juan Rafael Orozco-Arroyave
Published in: Crossref, Issue 1, 2023, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.2139/ssrn.4069648

Feature Fusion Methods for Indexing and Retrieval of Biometric Data: Application to Face Recognition with Privacy Protection

Author(s): Pawel Drozdowski, Fabian Stockhardt, Christian Rathgeb, Dailé Osorio-Roig, Christoph Busch
Published in: IEEE Access, 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3118830