image Manipulation Attack Resolving Solutions

Informazioni relative al progetto

iMARS

ID dell’accordo di sovvenzione: 883356

DOI 10.3030/883356

Progetto chiuso

Data della firma CE 22 Giugno 2020

Data di avvio 1 Settembre 2020

Data di completamento 30 Novembre 2024

Finanziato da

• Secure societies - Protecting freedom and security of Europe and its citizens

Costo totale € 6 988 521,25

Contributo UE € 6 988 521,25

Coordinato da

IDEMIA IDENTITY & SECURITY FRANCE
France

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (4)

Technology assessment - ethical, legal and societal aspects

(M48) KUL: Summary of the societal, ethical and legal aspects as technology assessment of the new iMARS tools and their deployment in border control context

Training activities report

Report synthetising the outcome of the e-learning and the Physical Field test and the activities carried out in T13.4

Guidelines and Best Practices

Recommendations for the detection and handling of manipulation attacks, as required by sect. 2.4 of the EUROSUR Handbook and interoperability of large-scale biometric EU wide systems

Final Conference

Presentation of iMARS final results

Pubblicazioni

Conference proceedings (34)

V-MAD: Video-based Morphing Attack Detection in Operational Scenarios

Autori: Guido Borghi, Annalisa Franco, Nicolò di Domenico, Matteo Ferrara, Davide Maltoni
Pubblicato in: 2024 IEEE International Joint Conference on Biometrics (IJCB), 2024, Pagina/e 1-10
Editore: IEEE
DOI: 10.1109/ijcb62174.2024.10744469

ONOT: a High-Quality ICAO-compliant Synthetic Mugshot Dataset

Autori: Nicolò Di Domenico, Guido Borghi, Annalisa Franco, Davide Maltoni
Pubblicato in: 2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG), 2024, Pagina/e 1-10
Editore: IEEE
DOI: 10.1109/fg59268.2024.10581986

Flickr-PAD: New Face High-Resolution Presentation Attack Detection Database

Autori: Diego Pasmino, Carlos Aravena, Juan E. Tapia, Christoph Busch
Pubblicato in: 2023 11th International Workshop on Biometrics and Forensics (IWBF), 2024, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/iwbf57495.2023.10157771

Supporting Human Examiners in Facial Image Manipulation Detection

Autori: Maichol Dadi, Annalisa Franco, Davide Maltoni
Pubblicato in: roceedings International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE24), 2024
Editore: Unknown

Identity Documents Image Quality Assessment

Autori: Daniel Schulz, Jose Maureira, Juan Tapia, Christoph Busch
Pubblicato in: 2022 30th European Signal Processing Conference (EUSIPCO), 2022, ISBN 978-1-6654-6799-5
Editore: IEEE
DOI: 10.23919/eusipco55093.2022.9909773

LADIMO: Face Morph Generation through Biometric Template Inversion with Latent Diffusion

Autori: Marcel Grimmer, Christoph Busch
Pubblicato in: 2024 IEEE International Joint Conference on Biometrics (IJCB), 2024, Pagina/e 1-7
Editore: IEEE
DOI: 10.1109/ijcb62174.2024.10744444

Double Trouble? Impact and Detection of Duplicates in Face Image Datasets

Autori: Torsten Schlett, Christian Rathgeb, Juan Tapia, Christoph Busch
Pubblicato in: Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, 2024, Pagina/e 801-808
Editore: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0012422500003654

Face Restoration for Morphed Images Retouching

Autori: Nicoló Di Domenico, Guido Borghi, Annalisa Franco, Davide Maltoni
Pubblicato in: 2024 12th International Workshop on Biometrics and Forensics (IWBF), 2024, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/iwbf62628.2024.10593948

On the Impact of Face Image Quality on Morphing Attack Detection

Autori: Annalisa Franco, Matteo Ferrara, Chengcheng Liu, Christoph Busch, Davide Maltoni
Pubblicato in: 2024 IEEE International Joint Conference on Biometrics (IJCB), 2024, Pagina/e 1-9
Editore: IEEE
DOI: 10.1109/ijcb62174.2024.10744506

Morphing Attack Potential

Autori: Matteo Ferrara; Annalisa Franco; Davide Maltoni; Christoph Busch
Pubblicato in: 2022 International Workshop on Biometrics and Forensics (IWBF), 2022
Editore: IEEE
DOI: 10.1109/iwbf55382.2022.9794509

Towards Federated Learning for Morphing Attack Detection

Autori: Marta Robledo-Moreno, Guido Borghi, Nicolò Di Domenico, Annalisa Franco, Kiran Raja, Davide Maltoni
Pubblicato in: 2024 IEEE International Joint Conference on Biometrics (IJCB), 2024, Pagina/e 1-10
Editore: IEEE
DOI: 10.1109/ijcb62174.2024.10744518

One picture is worth a thousand words: a new wallet recovery process

Autori: Herve Chabanne, Vincent Despiegel, Linda Guiga
Pubblicato in: GLOBECOM 2022 - 2022 IEEE Global Communications Conference, 2023
Editore: IEEE
DOI: 10.1109/globecom48099.2022.10001064

Residual Colour Scale-Space Gradients for Reference-based Face Morphing Attack Detection

Autori: Guoqiang Li, Raghavendra Ramachandra
Pubblicato in: 2022 25th International Conference on Information Fusion (FUSION), 2022, ISBN 978-1-6654-8941-6
Editore: IEEE
DOI: 10.23919/fusion49751.2022.9841318

Towards Generalized Morphing Attack Detection by Learning Residuals

Autori: Kiran Raja, Gourav Gupta, Sushma Venkatesh, Raghavendra Ramachandra, Christoph Busch
Pubblicato in: Image and Vision Computing, 2022
Editore: elsevier
DOI: 10.1016/j.imavis.2022.104535

Simulating Print/Scan Textures for Morphing Attack Detection

Autori: Juan Tapia, Christoph Busch, Haoyu Zhang, Raghavendra Ramachandra, Kiran Raja
Pubblicato in: 2023 31st European Signal Processing Conference (EUSIPCO), 2023, Pagina/e 610-614
Editore: IEEE
DOI: 10.23919/eusipco58844.2023.10289743

Evaluating Face Image Quality Score Fusion for Modern Deep Learning Models

Autori: Torsten Schlett, Christian Rathgeb, Juan Tapia, Christoph Busch
Pubblicato in: 2022 International Conference of the Biometrics Special Interest Group (BIOSIG), 2022
Editore: IEEE
DOI: 10.1109/biosig55365.2022.9897032

Explainable Visualization for Morphing Attack Detection

Autori: H. Myhrvold, H. Zhang, J. Tapia, R. Raghavendra, C. Busch
Pubblicato in: No. 3 (2022): NISK Norsk informasjonssikkerhetskonferanse, 2022
Editore: NIK

Face Feature Visualisation of Single Morphing Attack Detection

Autori: Juan E. Tapia, Christoph Busch
Pubblicato in: 2023 11th International Workshop on Biometrics and Forensics (IWBF), 2023, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/iwbf57495.2023.10157534

Generalized Single-Image-Based Morphing Attack Detection Using Deep Representations from Vision Transformer

Autori: Haoyu Zhang, Raghavendra Ramachandra, Kiran Raja, Christoph Busch
Pubblicato in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024, Pagina/e 1510-1518
Editore: IEEE
DOI: 10.1109/cvprw63382.2024.00158

Morphing Attack Detection: A Fusion Approach

Autori: Siri Lorenz, Ulrich Scherhag, Christian Rathgeb, Christoph Busch
Pubblicato in: 2021 IEEE 24th International Conference on Information Fusion (FUSION), 2022, Pagina/e 1-7
Editore: IEEE
DOI: 10.23919/fusion49465.2021.9627012

Robust Sclera Segmentation for Skin-Tone Agnostic Face Image Quality Assessment

Autori: Wassim Kabbani, Christoph Busch, Kiran Raja
Pubblicato in: 2023 International Conference of the Biometrics Special Interest Group (BIOSIG), 2023, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/biosig58226.2023.10345985

On the Human Ability in Detecting Digitally Manipulated Face Images

Autori: Annalisa Franco, Frøy Løvåsdal, Davide Maltoni
Pubblicato in: 2023 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE), 2024, Pagina/e 531-536
Editore: IEEE
DOI: 10.1109/metroxraine58569.2023.10405682

TetraLoss: Improving the Robustness of Face Recognition Against Morphing Attacks

Autori: Mathias Ibsen, L. J. Gonzalez-Soler, Christian Rathgeb, Christoph Busch
Pubblicato in: 2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG), 2024, Pagina/e 1-10
Editore: IEEE
DOI: 10.1109/fg59268.2024.10581988

Improving Fully Automated Landmark-based Face Morphing

Autori: Ilias Batskos, Luuk Spreeuwers
Pubblicato in: 2024 12th International Workshop on Biometrics and Forensics (IWBF), 2024, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/iwbf62628.2024.10593985

Publication in Conference proceedings/Workshop

Autori: Haoyu Zhang, Raghavendra Raghavendra, Kiran Raja, Christoph Busch
Pubblicato in: NISK: Norsk informasjonssikkerhets-konferanse, 2023
Editore: NIKT

Detecting Morphing Attacks via Continual Incremental Training

Autori: Lorenzo Pellegrini, Guido Borghi, Annalisa Franco, Davide Maltoni
Pubblicato in: 2023 IEEE International Joint Conference on Biometrics (IJCB), 2024, Pagina/e 1-10
Editore: IEEE
DOI: 10.1109/ijcb57857.2023.10449306

Towards Inclusive Face Recognition Through Synthetic Ethnicity Alteration

Autori: Praveen Kumar Chandaliya, Kiran Raja, Raghavendra Ramachandra, Zahid Akhtar, Christoph Busch
Pubblicato in: 2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG), 2024, Pagina/e 1-8
Editore: IEEE
DOI: 10.1109/fg59268.2024.10581909

Effect of Lossy Compression Algorithms on Face Image Quality and Recognition

Autori: Torsten Schlett, Sebastian Schachner, Christian Rathgeb, Juan Tapia, Christoph Busch
Pubblicato in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editore: IEEE
DOI: 10.1109/icassp49357.2023.10095832

Incremental Training of Face Morphing Detectors

Autori: Guido Borghi, Gabriele Graffieti, Annalisa Franco, Davide Maltoni
Pubblicato in: 26th International Conference on Pattern Recognition (ICPR), 2022, Pagina/e 914-921
Editore: IEEE Computer Society
DOI: 10.1109/icpr56361.2022.9956395

A Principal Component Analysis-Based Approach for Single Morphing Attack Detection

Autori: Laurine Dargaud, Mathias Ibsen, Juan Tapia, Christoph Busch
Pubblicato in: 2023 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), 2023, ISBN 979-8-3503-2057-2
Editore: IEEE

A Framework to Improve the Comparability and Reproducibility of Morphing Attack Detectors

Autori: Nicolò Di Domenico, Guido Borghi, Annalisa Franco, Matteo Ferrara, Davide Maltoni
Pubblicato in: 2023 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE), 2024, Pagina/e 525-530
Editore: IEEE
DOI: 10.1109/metroxraine58569.2023.10405735

Towards Refining ID Cards Presentation Attack Detection Systems using Face Quality Index

Autori: Sebastian Gonzalez, Juan Tapia
Pubblicato in: 2022 30th European Signal Processing Conference (EUSIPCO), 2022
Editore: IEEE
DOI: 10.23919/eusipco55093.2022.9909529

Eye Sclera for Fair Face Image Quality Assessment

Autori: Wassim Kabbani, Kiran Raja, Raghavendra Ramachandra, Christoph Busch
Pubblicato in: 2024 12th International Workshop on Biometrics and Forensics (IWBF), 2024, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/iwbf62628.2024.10593910

Unified Face Image Quality Score Based on ISOIEC Quality Components

Autori: Praveen Kumar Chandaliya, Kiran Raja, Raghavendra Ramachandra, Christoph Busch
Pubblicato in: 2023 International Conference of the Biometrics Special Interest Group (BIOSIG), 2023, Pagina/e 1-6
Editore: IEEE
DOI: 10.1109/biosig58226.2023.10345988

Peer reviewed articles (18)

Analyzing Human Observer Ability in Morphing Attack Detection—Where Do We Stand?

Autori: Sankini Rancha Godage, Frøy Løvåsdal, Sushma Venkatesh, Kiran Raja, Raghavendra Ramachandra, Christoph Busch
Pubblicato in: IEEE Transactions on Technology and Society, Numero 4, 2024, Pagina/e 125-145, ISSN 2637-6415
Editore: IEEE
DOI: 10.1109/tts.2022.3231450

Multimodality for Reliable Single Image Based Face Morphing Attack Detection

Autori: Ramachandra Raghavendra, Guoqiang Li
Pubblicato in: IEEE Access, Numero 10, 2024, Pagina/e 82418-82433, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3196773

MIPGAN—Generating Strong and High Quality Morphing Attacks Using Identity Prior Driven GAN

Autori: Haoyu Zhang; Sushma Venkatesh; Raghavendra Ramachandra; Kiran B. Raja; Naser Damer; Christoph Busch
Pubblicato in: IEEE Transactions on Biometrics, Behavior, and Identity Science, Numero 2, 2021, ISSN 2637-6407
Editore: IEEE
DOI: 10.1109/tbiom.2021.3072349

Towards minimizing efforts for Morphing Attacks—Deep embeddings for morphing pair selection and improved Morphing Attack Detection

Autori: Roman Kessler, Kiran Raja, Juan Tapia, Christoph Busch
Pubblicato in: PLOS ONE, Numero 19, 2024, Pagina/e e0304610, ISSN 1932-6203
Editore: Public Library of Science
DOI: 10.1371/journal.pone.0304610

Detecting Double-Identity Fingerprint Attacks

Autori: Matteo Ferrara, Raffaele Cappelli and Davide Maltoni
Pubblicato in: Matteo Ferrara, Raffaele Cappelli and Davide Maltoni, 2023, ISSN 2637-6407
Editore: IEEE
DOI: 10.1109/tbiom.2023.3279859

Visualizing landmark-based face morphing traces on digital images

Autori: Ilias Batskos, Luuk Spreeuwers, Raymond Veldhuis
Pubblicato in: Front. Comput. Sci., 21 June 2023, 2023, ISSN 2095-2228
Editore: Springer Verlag
DOI: 10.3389/fcomp.2023.981933

Face Morphing Attack Generation and Detection: A Comprehensive Survey

Autori: Sushma Venkatesh, Raghavendra Ramachandra, Kiran Raja, Christoph Busch
Pubblicato in: IEEE Transactions on Technology and Society, Numero 2, 2021, Pagina/e 128-145, ISSN 2637-6415
Editore: IEEE
DOI: 10.1109/tts.2021.3066254

Selfie Periocular Verification using an Efficient Super-Resolution Approach

Autori: Juan Tapia, Andres Valenzuela, Rodrigo Lara, Marta Gomez-Barrero, and Christoph Busch
Pubblicato in: IEEE Access, vol. 10,, 2022, Pagina/e pp. 67573-67589,, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3184301

Face Image Quality Assessment: A Literature Survey

Autori: Torsten Schlett, Christian Rathgeb, Olaf Henniger, Javier Galbally, Julian Fierrez, Christoph Busch
Pubblicato in: ACM Computing Surveys, 2022, ISSN 0360-0300
Editore: Association for Computing Machinary, Inc.
DOI: 10.1145/3507901

Automated Artifact Retouching in Morphed Images With Attention Maps

Autori: G. Borghi, A. Franco, G. Graffieti, D. Maltoni
Pubblicato in: IEEE Access, 2021, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3117718

Face Image Quality Assessment in Electronic ID Documents

Autori: Annalisa Franco, Antonio Magnani, Davide Maltoni, Dario Maio, Leonardo Odorisio, Andrea De Maria
Pubblicato in: IEEE Access, Numero 10, 2024, Pagina/e 77744-77758, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3191463

Face Morphing Attack Generation & Detection: A Comprehensive Survey

Autori: Venkatesh, Sushma; Ramachandra, Raghavendra; Raja, Kiran; Busch, Christoph
Pubblicato in: IEEE Transactions on Technology and Society, Numero 2, 2021, ISSN 2637-6415
Editore: IEEE
DOI: 10.13140/rg.2.2.11773.79849

Single Morphing Attack Detection using Feature Selection and Visualisation based on Mutual Information

Autori: Juan E. Tapia, C. Busch
Pubblicato in: IIEEE-Access, 2021, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3136485

Synthetic ID Card Image Generation for Improving Presentation Attack Detection

Autori: Benalcazar Daniel, Tapia Juan, Gonzalez Sebastian, Busch Christoph
Pubblicato in: IEEE Transactions on Information Forensics and Security, vol. 18,, 2023, Pagina/e pp. 1814-1824, ISSN 1556-6013
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tifs.2023.3255585

Considerations on the Evaluation of Biometric Quality Assessment Algorithms

Autori: Torsten Schlett, Christian Rathgeb, Juan Tapia, Christoph Busch
Pubblicato in: IEEE Transactions on Biometrics, Behavior, and Identity Science, Numero 6, 2024, Pagina/e 54-67, ISSN 2637-6407
Editore: IEEE
DOI: 10.1109/tbiom.2023.3336513

Improving Accomplice Detection in the Morphing Attack

Autori: Di Domenico, Nicolo; Borghi, Guido; Franco, Annalisa; Maltoni, Davide
Pubblicato in: Machine Intelligence Research, 2025, ISSN 2731-5398
Editore: Beijing
DOI: 10.1007/s11633-024-1533-1

A Double Siamese Framework for Differential Morphing Attack Detection.

Autori: Guido Borghi; Emanuele Pancisi; Matteo Ferrara; Davide Maltoni
Pubblicato in: Numero 10, Numero 1, 2021, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21103466

Revelio: A Modular and Effective Framework for Reproducible Training and Evaluation of Morphing Attack Detectors

Autori: Guido Borghi, Nicolò Di Domenico, Annalisa Franco, Matteo Ferrara, Davide Maltoni
Pubblicato in: IEEE Access, Numero 11, 2023, Pagina/e 120419-120437, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3328227

Book chapters (5)

Legal Aspects of Image Morphing and Manipulation Detection Technology

Autori: Els Kindt, César Augusto Fontanillo López
Pubblicato in: Handbook of Biometric Anti-Spoofing, 2023, Pagina/e 547–570, ISBN 978-981-19-5287-6
Editore: springer singapore
DOI: 10.1007/978-981-19-5288-3_20

Face Image Quality Estimation on Presentation Attack Detection

Autori: Carlos Aravena, Diego Pasmiño, Juan Tapia, Christoph Busch
Pubblicato in: Lecture Notes in Computer Science, Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2023, Pagina/e 358-373
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-49018-7_26

Combining Identity Features and Artifact Analysis for Differential Morphing Attack Detection

Autori: Nicolò Di Domenico, Guido Borghi, Annalisa Franco, Davide Maltoni
Pubblicato in: Lecture Notes in Computer Science, Image Analysis and Processing – ICIAP 2023, 2024, Pagina/e 100-111
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-43148-7_9

Impact of Synthetic Images on Morphing Attack Detection Using a Siamese Network

Autori: Juan Tapia, Christoph Busch
Pubblicato in: Lecture Notes in Computer Science, Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2024, Pagina/e 343-357
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-49018-7_25

Promises, Social, and Ethical Challenges with Biometrics in Remote Identity Onboarding

Autori: Katrin Laas-Mikko, Tarmo Kalvet, Robert Derevski, Marek Tiits
Pubblicato in: Handbook of Digital Face Manipulation and Detection, 2022, Pagina/e 437-462, ISBN 978-3-030-87664-7
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-87664-7_20

Monographic books (1)

Identity theft and societal acceptability of electronic identity in Europe and in the United States

Autori: Marek Tiits, Tarmo Kalvet, David McBee
Pubblicato in: 2024
Editore: arXiv

Other (3)

Dealing with Subject Similarity in Differential Morphing Attack Detection

Autori: Nicolò Di Domenico, Guido Borghi, Annalisa Franco, Davide Maltoni
Pubblicato in: 2024
Editore: arXiv

Generating Automatically Print/Scan Textures for Morphing Attack Detection Applications

Autori: Juan E. Tapia, Maximilian Russo, Christoph Busch
Pubblicato in: 2024
Editore: arXiv

On the Feasibility of Creating Iris Periocular Morphed Images

Autori: Juan E. Tapia, Sebastian Gonzalez, Daniel Benalcazar, Christoph Busch
Pubblicato in: 2024
Editore: arXiv