TY - CHAP A1 - Kraetzer, Christian A1 - Makrushin, Andrey A1 - Neubert, Tom A1 - Hildebrandt, Mario A1 - Dittmann, Jana T1 - Modeling Attacks on Photo-ID Documents and Applying Media Forensics for the Detection of Facial Morphing T2 - Konferenz: IH&MMSec '17: ACM Information Hiding and Multimedia Security Workshop, 2017/ Titel: Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security Y1 - 2017 UR - https://dl.acm.org/doi/10.1145/3082031.3083244 SN - 978-1-4503-5061-7 U6 - https://doi.org/10.1145/3082031.3083244 SP - 21 EP - 32 PB - ACM CY - Philadelphia Pennsylvania USA ER - TY - CHAP A1 - Hildebrandt, Mario A1 - Neubert, Tom A1 - Makrushin, Andrey A1 - Dittmann, Jana T1 - Benchmarking face morphing forgery detection: Application of stirtrace for impact simulation of different processing steps T2 - Konferenz: 2017 5th International Workshop on Biometrics and Forensics (IWBF), 2017/ Titel: 2017 5th International Workshop on Biometrics and Forensics (IWBF) N2 - We analyze StirTrace towards benchmarking face morphing forgeries and extending it by additional scaling functions for the face biometrics scenario. We benchmark a Benford's law based multi-compression-anomaly detection approach and acceptance rates of morphs for a face matcher to determine the impact of the processing on the quality of the forgeries. We use 2 different approaches for automatically creating 3940 images of morphed faces. Based on this data set, 86614 images are created using StirTrace. A manual selection of 183 high quality morphs is used to derive tendencies based on the subjective forgery quality. Our results show that the anomaly detection seems to be able to detect anomalies in the morphing regions, the multi-compression-anomaly detection performance after the processing can be differentiated into good (e.g. cropping), partially critical (e.g. rotation) and critical results (e.g. additive noise). The influence of the processing on the biometric matcher is marginal. Y1 - 2017 UR - http://ieeexplore.ieee.org/document/7935087/ SN - 978-1-5090-5791-7 U6 - https://doi.org/10.1109/IWBF.2017.7935087 SP - 1 EP - 6 PB - IEEE CY - Coventry, United Kingdom ER - TY - CHAP A1 - Makrushin, Andrey A1 - Kraetzer, Christian A1 - Neubert, Tom A1 - Dittmann, Jana T1 - Generalized Benford's Law for Blind Detection of Morphed Face Images T2 - Konferenz: IH&MMSec '18: 6th ACM Workshop on Information Hiding and Multimedia Security, 2018/ Titel: Proceedings of the 6th ACM Workshop on Information Hiding and Multimedia Security Y1 - 2018 UR - https://dl.acm.org/doi/10.1145/3206004.3206018 SN - 978-1-4503-5625-1 U6 - https://doi.org/10.1145/3206004.3206018 SP - 49 EP - 54 PB - ACM CY - Innsbruck Austria ER - TY - JOUR A1 - Neubert, Tom A1 - Makrushin, Andrey A1 - Hildebrandt, Mario A1 - Kraetzer, Christian A1 - Dittmann, Jana T1 - Extended StirTrace benchmarking of biometric and forensic qualities of morphed face images JF - IET Biometrics N2 - Since its introduction in 2014, the face morphing forgery (FMF) attack has received significant attention from the biometric and media forensic research communities. The attack aims at creating artificially weakened templates which can be successfully matched against multiple persons. If successful, the attack has an immense impact on many biometric authentication scenarios including the application of electronic machine-readable travel document (eMRTD) at automated border control gates. We extend the StirTrace framework for benchmarking FMF attacks by adding five issues: a novel three-fold definition for the quality of morphed images, a novel FMF realisation (combined morphing), a post-processing operation to simulate the digital image format used in eMRTD (passport scaling 15 kB), an automated face recognition system (VGG face descriptor) as additional means for biometric quality assessment and two feature spaces for FMF detection (keypoint features and fusion of keypoint and Benford features) as additional means for forensic quality assessment. We show that the impact of StirTrace post-processing operations on the biometric quality of morphed face images is negligible except for two noise operators and passport scaling 15 kB, the impact on the forensic quality depends on the type of post-processing, and the new FMF realisation outperforms the previously considered ones. Y1 - 2018 UR - https://onlinelibrary.wiley.com/doi/10.1049/iet-bmt.2017.0147 U6 - https://doi.org/10.1049/iet-bmt.2017.0147 SN - 2047-4938, 2047-4946 IS - Augabe: 4/ Band: 7 SP - 325 EP - 332 PB - Wiley ER - TY - CHAP A1 - Makrushin, Andrey A1 - Neubert, Tom A1 - Dittmann, Jana T1 - Automatic Generation and Detection of Visually Faultless Facial Morphs T2 - Konferenz: International Conference on Computer Vision Theory and Applications, 2017/ Titel: Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications N2 - This paper introduces an approach to automatic generation of visually faultless facial morphs along with a proposal on how such morphs can be automatically detected. It is endeavored that the created morphs cannot be recognized as such with the naked eye and a reference automatic face recognition (AFR) system produces high similarity scores while matching a morph against faces of persons who participated in morphing. Automatic generation of morphs allows for creating abundant experimental data, which is essential (i) for evaluating the performance of AFR systems to reject morphs and (ii) for training forensic systems to detect morphs. Our first experiment shows that human performance to distinguish between morphed and genuine face images is close to random guessing. In our second experiment, the reference AFR system has verified 11.78% of morphs against any of genuine images at the decision threshold of 1% false acceptance rate. These results indicate that facial morphing is a serious threat to access control systems aided by AFR and establish the need for morph detection approaches. Our third experiment shows that the distribution of Benford features extracted from quantized DCT coefficients of JPEG-compressed morphs is substantially different from that of genuine images enabling the automatic detection of morphs. Y1 - 2017 UR - http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0006131100390050 SN - 978-989-758-225-7 978-989-758-226-4 978-989-758-227-1 U6 - https://doi.org/10.5220/0006131100390050 SP - 39 EP - 50 PB - SCITEPRESS - Science and Technology Publications CY - Porto, Portugal ER - TY - CHAP A1 - Seibold, Clemens A1 - Hilsmann, Anna A1 - Makrushin, Andrey A1 - Kraetzer, Christian A1 - Neubert, Tom A1 - Dittmann, Jana A1 - Eisert, Peter T1 - Visual Feature Space Analyses of Face Morphing Detectors T2 - Konferenz: 2019 IEEE International Workshop on Information Forensics and Security (WIFS), Delft, Netherlands, 2019/ Konferenztitel: 2019 IEEE International Workshop on Information Forensics and Security (WIFS) Y1 - 2019 UR - https://ieeexplore.ieee.org/document/9034983/ SN - 978-1-72813-217-4 U6 - https://doi.org/10.1109/WIFS47025.2019.9034983 SP - 1 EP - 6 PB - IEEE CY - Delft, Netherlands ER - TY - CHAP A1 - Makrushin, Andrey A1 - Neubert, Tom A1 - Dittmann, Jana T1 - Humans Vs. Algorithms: Assessment of Security Risks Posed by Facial Morphing to Identity Verification at Border Control T2 - Konferenz: 14th International Conference on Computer Vision Theory and Applications, Prague, Czech Republic, 2019/ Titel: Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications Y1 - 2019 UR - http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0007378905130520 SN - 978-989-758-354-4 U6 - https://doi.org/10.5220/0007378905130520 SP - 513 EP - 520 PB - SCITEPRESS - Science and Technology Publications CY - Prague, Czech Republic ER - TY - CHAP A1 - Makrushin, Andrey A1 - Scheidat, Tobias A1 - Vielhauer, Claus ED - Alattar, Adnan M. ED - Memon, Nasir D. ED - Heitzenrater, Chad D. T1 - Capturing latent fingerprints from metallic painted surfaces using UV-VIS spectroscope T2 - Konferenz: IS&T/SPIE Electronic Imaging, 2015/ Titel: Proceedings of SPIE - The International Society for Optical Engineering Y1 - 2015 UR - http://proceedings.spiedigitallibrary.org/proceeding.aspx?doi=10.1117/12.2078876 U6 - https://doi.org/10.1117/12.2078876 PB - SPIE. Digital Library CY - San Francisco, California, United States ER -