TRaining in Secure and PrivAcy-preserving biometricS

Livrables

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

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

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

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

Auteurs: Shahreza, Hatef Otroshi; Hahn, Vedrana Krivokuća; Marcel, Sébastien
Publié dans: Crossref, Numéro 1, 2023
Éditeur: EUSIPCO
DOI: 10.23919/eusipco58844.2023.10289780

SynthDistill: Face Recognition with Knowledge Distillation from Synthetic Data

Auteurs: Shahreza, Hatef Otroshi; George, Anjith; Marcel, Sébastien
Publié dans: Numéro 1, 2023
Éditeur: IJCB
DOI: 10.48550/arxiv.2308.14852

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

Auteurs: Panariello, Michele; Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Publié dans: https://interspeech2023.org/, Numéro 1, 2023
Éditeur: Interspeech
DOI: 10.21437/interspeech.2023-703

Improving Parkinson Detection Using Dynamic Features From Evoked Expressions in Video

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

Can Spoofing Countermeasure And Speaker Verification Systems Be Jointly Optimised?

Auteurs: Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Publié dans: https://hal.science/hal-04031754, Numéro 1, 2023
Éditeur: ICASSP
DOI: 10.1109/icassp49357.2023.10095068

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

Auteurs: Hatef Otroshi Shahreza; Vedrana Krivokuća Hahn; Sébastien Marcel
Publié dans: IEEE International Workshop on Information Forensics and Security (WIFS), 2021, ISSN 2157-4766
Éditeur: WIFS 2021
DOI: 10.1109/wifs53200.2021.9648382

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

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

Deep Auto-Encoding and Biohashing for Secure Finger Vein Recognition

Auteurs: Hatef Otroshi Shahreza; Sébastien Marcel
Publié dans: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021, ISSN 1520-6149
Éditeur: ICASSP 2021
DOI: 10.1109/icassp39728.2021.9414498

Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection

Auteurs: Wanying Ge; Michele Panariello; Jose Patino; Massimiliano Todisco; Nicholas Evans
Publié dans: Interspeech 2021, 2021
Éditeur: Interspeech 2021
DOI: 10.21437/interspeech.2021-1187

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

Auteurs: 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
Publié dans: Interspeech 2021, 2021
Éditeur: Interspeech 2021
DOI: 10.21437/interspeech.2021-983

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

Auteurs: Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Publié dans: 2022, Numéro 1, 2022
Éditeur: IBERSPEECH
DOI: 10.21437/iberspeech.2022-11

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

Auteurs: Chouchane, Oubaida; Panariello, Michele; Galdi, Chiara; Todisco, Massimiliano; Evans, Nicholas
Publié dans: https://hal.science/hal-04189080, Numéro 1, 2023
Éditeur: BIOSIG
DOI: 10.1109/biosig58226.2023.10345975

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

Auteurs: Ge, Wanying; Wang, Xin; Yamagishi, Junichi; Todisco, Massimiliano; Evans, Nicholas
Publié dans: Numéro 1, 2024
Éditeur: ICASSP
DOI: 10.48550/arxiv.2309.09586

Raw Differentiable Architecture Search for Speech Deepfake and Spoofing Detection

Auteurs: Wanying Ge; Jose Patino; Massimiliano Todisco; Nicholas Evans
Publié dans: ASVspoof 2021 Workshop, 2021
Éditeur: Isca speech
DOI: 10.21437/asvspoof.2021-4

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

Auteurs: Chouchane, Oubaïda; Panariello, Michele; Zari, Oualid; Kerenciler, Ismet; Chihaoui, Imen; Todisco, Massimiliano; Önen, Melek
Publié dans: https://hal.science/hal-04151999, Numéro 1, 2023
Éditeur: 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

Auteurs: Mathias Ibsen, Lázaro Janier Gonzalez-Soler, Christian Rathgeb, Pawel Drozdowski, Marta Gomez-Barrero, Christoph Busch
Publié dans: IEEE International Workshop on Information Forensics and Security (WIFS), 2021, ISSN 2157-4774
Éditeur: 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

Auteurs: Alexander Unnervik; Sebastien Marcel
Publié dans: BIOSIG 2022, Numéro 9, 2022
Éditeur: BIOSIG
DOI: 10.1109/biosig55365.2022.9897044

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

Auteurs: Rohwedder, Tim; Osorio-Roig, Daile; Rathgeb, Christian; Busch, Christoph
Publié dans: BIOSIG 2023, Numéro 1, 2023
Éditeur: BIOSIG
DOI: 10.1109/biosig58226.2023.10346008

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

Auteurs: Ge, Wanying; Patino, Jose; Todisco, Massimiliano; Evans, Nicholas
Publié dans: "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⟩", Numéro 1, 2021
Éditeur: ICASSP
DOI: 10.1109/icassp43922.2022.9747476

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

Auteurs: Pietro Melzi; Ruben Tolosana; Ruben Vera-Rodriguez
Publié dans: Crossref, Numéro 2, 2023
Éditeur: arxiv
DOI: 10.1109/access.2023.3244651

OTB-morph: One-time Biometrics via Morphing

Auteurs: Mahdi Ghafourian; Julian Fierrez; Ruben Vera-Rodriguez; Aythami Morales; Ignacio Serna
Publié dans: Crossref, Numéro 1, 2022
Éditeur: arxiv
DOI: 10.1007/s11633-023-1432-x

Fun Selfie Filters in Face Recognition: Impact Assessment and Removal

Auteurs: Cristian Botezatu; Mathias Ibsen; Christian Rathgeb; Christoph Busch
Publié dans: Crossref, Numéro 1, 2022
Éditeur: arxiv
DOI: 10.1109/tbiom.2022.3185884

EdgeFace: Efficient Face Recognition Model for Edge Devices

Auteurs: George, Anjith; Ecabert, Christophe; Shahreza, Hatef Otroshi; Kotwal, Ketan; Marcel, Sebastien
Publié dans: Numéro 2, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2307.01838

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

Auteurs: Falkenberg, Magnus; Ottsen, Anders Bensen; Ibsen, Mathias; Rathgeb, Christian
Publié dans: Numéro 1, 2022
Éditeur: arxiv
DOI: 10.48550/arxiv.2304.11685

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

Auteurs: Osorio-Roig, Daile; Ghafourian, Mahdi; Rathgeb, Christian; Vera-Rodriguez, Ruben; Busch, Christoph; Fierrez, Julian
Publié dans: Numéro 2, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2310.02997

Benchmarking of Cancelable Biometrics for Deep Templates

Auteurs: Shahreza, Hatef Otroshi; Melzi, Pietro; Osorio-Roig, Dailé; Rathgeb, Christian; Busch, Christoph; Marcel, Sébastien; Tolosana, Ruben; Vera-Rodriguez, Ruben
Publié dans: Crossref, Numéro 1, 2023
Éditeur: arxiv
DOI: 10.2139/ssrn.4220818

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

Auteurs: Osorio-Roig, Daile; Gonzalez-Soler, Lazaro J.; Rathgeb, Christian; Busch, Christoph
Publié dans: Numéro 1, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2310.03091

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

Auteurs: Mathias Ibsen; Christian Rathgeb; Pawel Drozdowski; Christoph Busch
Publié dans: Applied Sciences; Volume 12; Numéro 24; Pages: 12969, Numéro 1, 2022
Éditeur: arxiv
DOI: 10.3390/app122412969

Toward Face Biometric De-identification using Adversarial Examples

Auteurs: Ghafourian, Mahdi; Fierrez, Julian; Gomez, Luis Felipe; Vera-Rodriguez, Ruben; Morales, Aythami; Rezgui, Zohra; Veldhuis, Raymond
Publié dans: Crossref, Numéro 2, 2023
Éditeur: arxiv
DOI: 10.1109/compsac57700.2023.00099

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

Auteurs: Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Lawatsch, Dominik; Domin, Florian; Schaubert, Maxim
Publié dans: Crossref, Numéro 1, 2023
Éditeur: arxiv
DOI: 10.1109/iccvw60793.2023.00333

Reversing Deep Face Embeddings with Probable Privacy Protection

Auteurs: Osorio-Roig, Daile; Gerlitz, Paul A.; Rathgeb, Christian; Busch, Christoph
Publié dans: Numéro 1, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2310.03005

An Overview of Privacy-enhancing Technologies in Biometric Recognition

Auteurs: Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Busch, Christoph
Publié dans: Numéro 29, 2022
Éditeur: arxiv.org
DOI: 10.48550/arxiv.2206.10465

Exploring Transformers for On-Line Handwritten Signature Verification

Auteurs: Melzi, Pietro; Tolosana, Ruben; Vera-Rodriguez, Ruben; Delgado-Santos, Paula; Stragapede, Giuseppe; Fierrez, Julian; Ortega-Garcia, Javier
Publié dans: Numéro 1, 2023
Éditeur: arxiv
DOI: 10.48550/arxiv.2307.01663

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

Auteurs: Daza, Roberto; Morales, Aythami; Tolosana, Ruben; Gomez, Luis F.; Fierrez, Julian; Ortega-Garcia, Javier
Publié dans: Crossref, Numéro 1, 2022
Éditeur: arxiv
DOI: 10.1609/aaai.v37i13.27066

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

Auteurs: Pietro Melzi, Ruben Tolosana, Alberto Cecconi, Ancor Sanz-Garcia, Guillermo J Ortega, Luis Jesus Jimenez-Borreguero, Ruben Vera-Rodriguez
Publié dans: Scientific Reports, 2021, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-021-02179-1

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

Auteurs: Hatef Otroshi Shahreza; Sébastien Marcel
Publié dans: IEEE Transactions on Biometrics, Behavior, and Identity Science, Numéro 1, 2021, ISSN 2637-6407
Éditeur: IEEE
DOI: 10.1109/tbiom.2021.3076444

Impact of facial tattoos and paintings on face recognition systems

Auteurs: Mathias Ibsen; Christian Rathgeb; Thomas Fink; Pawel Drozdowski; Christoph Busch
Publié dans: IET Biometrics, Vol 10, Iss 6, Pp 706-719 (2021), Numéro 2, 2021, ISSN 2047-4946
Éditeur: 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

Auteurs: Pietro Melzi; Ruben Vera-Rodriguez; Ruben Tolosana; Ancor Sanz-Garcia; Alberto Cecconi; Guillermo J. Ortega; Luis Jesus Jimenez-Borreguero
Publié dans: Crossref, Numéro 1, 2023, ISSN 1876-0988
Éditeur: ELSEVIER
DOI: 10.1016/j.irbm.2023.100811

IRL-Net: Inpainted Region Localization Network via Spatial Attention

Auteurs: Amir Etefaghi Daryani; Mahdieh Mirmahdi; Ahmad Hassanpour; Hatef Otroshi Shahreza; Bian Yang; Julian Fierrez
Publié dans: Crossref, Numéro 1, 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3324541

Measuring Linkability of Protected Biometric Templates Using Maximal Leakage

Auteurs: Hatef Otroshi Shahreza; Yanina Y. Shkel; Sébastien Marcel
Publié dans: Crossref, Numéro 2, 2023, ISSN 1556-6013
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tifs.2023.3266170

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

Auteurs: Mathias Ibsen; Christian Rathgeb; Fabian Brechtel; Ruben Klepp; Katrin Pöppelmann; Anjith George; Sébastien Marcel; Christoph Busch
Publié dans: IEEE Access, Numéro 59, 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3282780

Stable Hash Generation for Efficient Privacy-Preserving Face Identification

Auteurs: Dailé Osorio-Roig, Christian Rathgeb, Pawel Drozdowski, Christoph Busch
Publié dans: IEEE Transactions on Biometrics, Behavior, and Identity Science, 2021, ISSN 2637-6407
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbiom.2021.3100639

Exploring Facial Expressions and Action Unit Domains For Parkinson Detection

Auteurs: Luis F. Gomez; Aythami Morales; Julian Fierrez; Juan Rafael Orozco-Arroyave
Publié dans: Crossref, Numéro 1, 2023, ISSN 1932-6203
Éditeur: 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

Auteurs: Pawel Drozdowski, Fabian Stockhardt, Christian Rathgeb, Dailé Osorio-Roig, Christoph Busch
Publié dans: IEEE Access, 2021, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3118830

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