TRaining in Secure and PrivAcy-preserving biometricS

Leistungen

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.

Veröffentlichungen

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

Autoren: Shahreza, Hatef Otroshi; Hahn, Vedrana Krivokuća; Marcel, Sébastien
Veröffentlicht in: Crossref, Ausgabe 1, 2023
Herausgeber: EUSIPCO
DOI: 10.23919/eusipco58844.2023.10289780

SynthDistill: Face Recognition with Knowledge Distillation from Synthetic Data

Autoren: Shahreza, Hatef Otroshi; George, Anjith; Marcel, Sébastien
Veröffentlicht in: Ausgabe 1, 2023
Herausgeber: IJCB
DOI: 10.48550/arxiv.2308.14852

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

Autoren: Panariello, Michele; Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht in: https://interspeech2023.org/, Ausgabe 1, 2023
Herausgeber: Interspeech
DOI: 10.21437/interspeech.2023-703

Improving Parkinson Detection Using Dynamic Features From Evoked Expressions in Video

Autoren: Luis F. Gomez, Aythami Morales, Juan R. Orozco-Arroyave, Roberto Daza, Julian Fierrez
Veröffentlicht in: IEEE/CVF Conf. on CVPR Workshops, 2021, Seite(n) 1562-1570
Herausgeber: IEEE
DOI: 10.1109/cvprw53098.2021.00172

Can Spoofing Countermeasure And Speaker Verification Systems Be Jointly Optimised?

Autoren: Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht in: https://hal.science/hal-04031754, Ausgabe 1, 2023
Herausgeber: ICASSP
DOI: 10.1109/icassp49357.2023.10095068

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

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

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

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

Deep Auto-Encoding and Biohashing for Secure Finger Vein Recognition

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

Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection

Autoren: Wanying Ge; Michele Panariello; Jose Patino; Massimiliano Todisco; Nicholas Evans
Veröffentlicht in: Interspeech 2021, 2021
Herausgeber: Interspeech 2021
DOI: 10.21437/interspeech.2021-1187

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

Autoren: 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
Veröffentlicht in: Interspeech 2021, 2021
Herausgeber: Interspeech 2021
DOI: 10.21437/interspeech.2021-983

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

Autoren: Ge, Wanying; Tak, Hemlata; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht in: 2022, Ausgabe 1, 2022
Herausgeber: IBERSPEECH
DOI: 10.21437/iberspeech.2022-11

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

Autoren: Chouchane, Oubaida; Panariello, Michele; Galdi, Chiara; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht in: https://hal.science/hal-04189080, Ausgabe 1, 2023
Herausgeber: BIOSIG
DOI: 10.1109/biosig58226.2023.10345975

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

Autoren: Ge, Wanying; Wang, Xin; Yamagishi, Junichi; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht in: Ausgabe 1, 2024
Herausgeber: ICASSP
DOI: 10.48550/arxiv.2309.09586

Raw Differentiable Architecture Search for Speech Deepfake and Spoofing Detection

Autoren: Wanying Ge; Jose Patino; Massimiliano Todisco; Nicholas Evans
Veröffentlicht in: ASVspoof 2021 Workshop, 2021
Herausgeber: Isca speech
DOI: 10.21437/asvspoof.2021-4

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

Autoren: Chouchane, Oubaïda; Panariello, Michele; Zari, Oualid; Kerenciler, Ismet; Chihaoui, Imen; Todisco, Massimiliano; Önen, Melek
Veröffentlicht in: https://hal.science/hal-04151999, Ausgabe 1, 2023
Herausgeber: 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

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

Autoren: Alexander Unnervik; Sebastien Marcel
Veröffentlicht in: BIOSIG 2022, Ausgabe 9, 2022
Herausgeber: BIOSIG
DOI: 10.1109/biosig55365.2022.9897044

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

Autoren: Rohwedder, Tim; Osorio-Roig, Daile; Rathgeb, Christian; Busch, Christoph
Veröffentlicht in: BIOSIG 2023, Ausgabe 1, 2023
Herausgeber: BIOSIG
DOI: 10.1109/biosig58226.2023.10346008

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

Autoren: Ge, Wanying; Patino, Jose; Todisco, Massimiliano; Evans, Nicholas
Veröffentlicht 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⟩", Ausgabe 1, 2021
Herausgeber: ICASSP
DOI: 10.1109/icassp43922.2022.9747476

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

Autoren: Pietro Melzi; Ruben Tolosana; Ruben Vera-Rodriguez
Veröffentlicht in: Crossref, Ausgabe 2, 2023
Herausgeber: arxiv
DOI: 10.1109/access.2023.3244651

OTB-morph: One-time Biometrics via Morphing

Autoren: Mahdi Ghafourian; Julian Fierrez; Ruben Vera-Rodriguez; Aythami Morales; Ignacio Serna
Veröffentlicht in: Crossref, Ausgabe 1, 2022
Herausgeber: arxiv
DOI: 10.1007/s11633-023-1432-x

Fun Selfie Filters in Face Recognition: Impact Assessment and Removal

Autoren: Cristian Botezatu; Mathias Ibsen; Christian Rathgeb; Christoph Busch
Veröffentlicht in: Crossref, Ausgabe 1, 2022
Herausgeber: arxiv
DOI: 10.1109/tbiom.2022.3185884

EdgeFace: Efficient Face Recognition Model for Edge Devices

Autoren: George, Anjith; Ecabert, Christophe; Shahreza, Hatef Otroshi; Kotwal, Ketan; Marcel, Sebastien
Veröffentlicht in: Ausgabe 2, 2023
Herausgeber: arxiv
DOI: 10.48550/arxiv.2307.01838

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

Autoren: Falkenberg, Magnus; Ottsen, Anders Bensen; Ibsen, Mathias; Rathgeb, Christian
Veröffentlicht in: Ausgabe 1, 2022
Herausgeber: arxiv
DOI: 10.48550/arxiv.2304.11685

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

Autoren: Osorio-Roig, Daile; Ghafourian, Mahdi; Rathgeb, Christian; Vera-Rodriguez, Ruben; Busch, Christoph; Fierrez, Julian
Veröffentlicht in: Ausgabe 2, 2023
Herausgeber: arxiv
DOI: 10.48550/arxiv.2310.02997

Benchmarking of Cancelable Biometrics for Deep Templates

Autoren: Shahreza, Hatef Otroshi; Melzi, Pietro; Osorio-Roig, Dailé; Rathgeb, Christian; Busch, Christoph; Marcel, Sébastien; Tolosana, Ruben; Vera-Rodriguez, Ruben
Veröffentlicht in: Crossref, Ausgabe 1, 2023
Herausgeber: arxiv
DOI: 10.2139/ssrn.4220818

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

Autoren: Osorio-Roig, Daile; Gonzalez-Soler, Lazaro J.; Rathgeb, Christian; Busch, Christoph
Veröffentlicht in: Ausgabe 1, 2023
Herausgeber: arxiv
DOI: 10.48550/arxiv.2310.03091

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

Autoren: Mathias Ibsen; Christian Rathgeb; Pawel Drozdowski; Christoph Busch
Veröffentlicht in: Applied Sciences; Volume 12; Ausgabe 24; Pages: 12969, Ausgabe 1, 2022
Herausgeber: arxiv
DOI: 10.3390/app122412969

Toward Face Biometric De-identification using Adversarial Examples

Autoren: Ghafourian, Mahdi; Fierrez, Julian; Gomez, Luis Felipe; Vera-Rodriguez, Ruben; Morales, Aythami; Rezgui, Zohra; Veldhuis, Raymond
Veröffentlicht in: Crossref, Ausgabe 2, 2023
Herausgeber: arxiv
DOI: 10.1109/compsac57700.2023.00099

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

Autoren: Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Lawatsch, Dominik; Domin, Florian; Schaubert, Maxim
Veröffentlicht in: Crossref, Ausgabe 1, 2023
Herausgeber: arxiv
DOI: 10.1109/iccvw60793.2023.00333

Reversing Deep Face Embeddings with Probable Privacy Protection

Autoren: Osorio-Roig, Daile; Gerlitz, Paul A.; Rathgeb, Christian; Busch, Christoph
Veröffentlicht in: Ausgabe 1, 2023
Herausgeber: arxiv
DOI: 10.48550/arxiv.2310.03005

An Overview of Privacy-enhancing Technologies in Biometric Recognition

Autoren: Melzi, Pietro; Rathgeb, Christian; Tolosana, Ruben; Vera-Rodriguez, Ruben; Busch, Christoph
Veröffentlicht in: Ausgabe 29, 2022
Herausgeber: arxiv.org
DOI: 10.48550/arxiv.2206.10465

Exploring Transformers for On-Line Handwritten Signature Verification

Autoren: Melzi, Pietro; Tolosana, Ruben; Vera-Rodriguez, Ruben; Delgado-Santos, Paula; Stragapede, Giuseppe; Fierrez, Julian; Ortega-Garcia, Javier
Veröffentlicht in: Ausgabe 1, 2023
Herausgeber: arxiv
DOI: 10.48550/arxiv.2307.01663

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

Autoren: Daza, Roberto; Morales, Aythami; Tolosana, Ruben; Gomez, Luis F.; Fierrez, Julian; Ortega-Garcia, Javier
Veröffentlicht in: Crossref, Ausgabe 1, 2022
Herausgeber: 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

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

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

Autoren: Hatef Otroshi Shahreza; Sébastien Marcel
Veröffentlicht in: IEEE Transactions on Biometrics, Behavior, and Identity Science, Ausgabe 1, 2021, ISSN 2637-6407
Herausgeber: IEEE
DOI: 10.1109/tbiom.2021.3076444

Impact of facial tattoos and paintings on face recognition systems

Autoren: Mathias Ibsen; Christian Rathgeb; Thomas Fink; Pawel Drozdowski; Christoph Busch
Veröffentlicht in: IET Biometrics, Vol 10, Iss 6, Pp 706-719 (2021), Ausgabe 2, 2021, ISSN 2047-4946
Herausgeber: 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

Autoren: Pietro Melzi; Ruben Vera-Rodriguez; Ruben Tolosana; Ancor Sanz-Garcia; Alberto Cecconi; Guillermo J. Ortega; Luis Jesus Jimenez-Borreguero
Veröffentlicht in: Crossref, Ausgabe 1, 2023, ISSN 1876-0988
Herausgeber: ELSEVIER
DOI: 10.1016/j.irbm.2023.100811

IRL-Net: Inpainted Region Localization Network via Spatial Attention

Autoren: Amir Etefaghi Daryani; Mahdieh Mirmahdi; Ahmad Hassanpour; Hatef Otroshi Shahreza; Bian Yang; Julian Fierrez
Veröffentlicht in: Crossref, Ausgabe 1, 2023, ISSN 2169-3536
Herausgeber: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3324541

Measuring Linkability of Protected Biometric Templates Using Maximal Leakage

Autoren: Hatef Otroshi Shahreza; Yanina Y. Shkel; Sébastien Marcel
Veröffentlicht in: Crossref, Ausgabe 2, 2023, ISSN 1556-6013
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tifs.2023.3266170

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

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

Stable Hash Generation for Efficient Privacy-Preserving Face Identification

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

Exploring Facial Expressions and Action Unit Domains For Parkinson Detection

Autoren: Luis F. Gomez; Aythami Morales; Julian Fierrez; Juan Rafael Orozco-Arroyave
Veröffentlicht in: Crossref, Ausgabe 1, 2023, ISSN 1932-6203
Herausgeber: 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

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

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