Meiling Fang

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Vita

Meiling Fang studied computer science at the Karlsruhe Institute of Technology from 2016 to 2019 and graduated as Master of science. Her focus during her master studies were cognitive systems and computer vision. Since August 2019, Ms. Fang has been working as a research scientist at the Smart Living & Biometric Technologies department at the Fraunhofer Institute for Computer Graphics Research (IGD) in Darmstadt and is currently doing her PhD at Darmstadt University of Technology on the subject of ”Mitigating Vulnerabilities in Biometrics”.

Her current research in the realm of biometrics focuses on presentation attack detection, computer vision, and machine learning. Furthermore Ms. Fang is working on the project ‘Secure Identity Management’ which makes part of the Mission ‘Next Generation Biometric Systems’ of ATHENE.

Publications

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2024	Fairness in Face Presentation Attack Detection Fang, Meiling; Yang, Wufei; Kuijper, Arjan; S̆truc, Vitomir; Damer, Naser	Zeitschriftenaufsatz Journal Article
2023	MorDIFF: Recognition Vulnerability and Attack Detectability of Face Morphing Attacks Created by Diffusion Autoencoders Damer, Naser; Fang, Meiling; Siebke, Patrick; Kolf, Jan Niklas; Huber, Marco; Boutros, Fadi	Konferenzbeitrag Conference Paper
2023	Boosting the Generalizability and Fairness of Presentation Attack Detection Fang, Meiling	Dissertation Doctoral Thesis
2023	CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability Boutros, Fadi; Fang, Meiling; Klemt, Marcel; Fu, Biying; Damer, Naser	Paper
2023	Unsupervised Face Recognition using Unlabeled Synthetic Data Boutros, Fadi; Klemt, Marcel; Fang, Meiling; Kuijper, Arjan; Damer, Naser	Konferenzbeitrag Conference Paper
2023	Intra and Cross-spectrum Iris Presentation Attack Detection in the NIR and Visible Domains Fang, Meiling; Boutros, Fadi; Damer, Naser	Aufsatz in Buch Book Article
2023	SynthASpoof: Developing Face Presentation Attack Detection Based on Privacy-friendly Synthetic Data Fang, Meiling; Huber, Marco; Damer, Naser	Paper
2023	Are Explainability Tools Gender Biased? A Case Study on Face Presentation Attack Detection Huber, Marco; Fang, Meiling; Boutros, Fadi; Damer, Naser	Konferenzbeitrag Conference Paper
2023	CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability Boutros, Fadi; Fang, Meiling; Klemt, Marcel; Fu, Biying; Damer, Naser	Konferenzbeitrag Conference Paper
2023	SynthASpoof: Developing Face Presentation Attack Detection Based on Privacy-friendly Synthetic Data Fang, Meiling; Huber, Marco; Damer, Naser	Konferenzbeitrag Conference Paper
2022	Masked Face Recognition: Human versus Machine Damer, Naser; Boutros, Fadi; Süßmilch, Marius; Fang, Meiling; Kirchbuchner, Florian; Kuijper, Arjan	Zeitschriftenaufsatz Journal Article
2022	Real Masks and Spoof Faces: On the Masked Face Presentation Attack Detection Fang, Meiling; Damer, Naser; Kirchbuchner, Florian; Kuijper, Arjan	Zeitschriftenaufsatz Journal Article
2022	Momentum Contrast for Representative Face Presentation Attack Detection Badr, Nour Eldin Alaa	Master Thesis
2022	The Overlapping Effect and Fusion Protocols of Data Augmentation Techniques in Iris PAD Fang, Meiling; Damer, Naser; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan	Zeitschriftenaufsatz Journal Article
2022	Bias Exploration and Mitigation in Face Presentation Attack Detection Systems Yang, Wufei	Bachelor Thesis
2022	Intra-identity PatchSwap: On the Generalizability of Face Presentation Attack Detection Ali, Hamza	Master Thesis
2022	Learnable Multi-level Frequency Decomposition and Hierarchical Attention Mechanism for Generalized Face Presentation Attack Detection Fang, Meiling; Damer, Naser; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2022	Low-resolution Iris Recognition via Knowledge Transfer Boutros, Fadi; Kähm, Olga; Fang, Meiling; Kirchbuchner, Florian; Damer, Naser; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2022	PatchSwap: Boosting the Generalizability of Face Presentation Attack Detection by Identity-aware Patch Swapping Fang, Meiling; Hamza, Ali; Kuijper, Arjan; Damer, Naser	Konferenzbeitrag Conference Paper
2022	Privacy-friendly Synthetic Data for the Development of Face Morphing Attack Detectors Damer, Naser; López, César Augusto Fontanillo; Fang, Meiling; Spiller, Noemie; Pham, Minh Vu; Boutros, Fadi	Konferenzbeitrag Conference Paper
2022	Privacy-friendly Synthetic Data for the Development of Face Morphing Attack Detectors Damer, Naser; López, César Augusto Fontanillo; Fang, Meiling; Spiller, Noemie; Pham, Minh Vu; Boutros, Fadi	Paper
2022	Unsupervised Face Morphing Attack Detection via Self-paced Anomaly Detection Fang, Meiling; Boutros, Fadi; Damer, Naser	Konferenzbeitrag Conference Paper
2021	Partial Attack Supervision and Regional Weighted Inference for Masked Face Presentation Attack Detection Fang, Meiling; Boutros, Fadi; Kuijper, Arjan; Damer, Naser	Konferenzbeitrag Conference Paper
2021	ReGenMorph: Visibly Realistic GAN Generated Face Morphing Attacks by Attack Re-generation Damer, Naser; Raja, Kiran; Süßmilch, Marius; Venkatesh, Sushma; Boutros, Fadi; Fang, Meiling; Kirchbuchner, Florian; Ramachandra, Raghavendra; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2021	Iris Presentation Attack Detection by Attention-based and Deep Pixel-wise Binary Supervision Network Fang, Meiling; Damer, Naser; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2021	MixFaceNets: Extremely Efficient Face Recognition Networks Boutros, Fadi; Damer, Naser; Fang, Meiling; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2021	Cross-database and Cross-attack Iris Presentation Attack Detection Using Micro Stripes Analyses Fang, Meiling; Damer, Naser; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan	Zeitschriftenaufsatz Journal Article
2021	Face Liveness Detection Competition (LivDet-Face) - 2021 Purnapatra, Sandip; Smalt, Nic; Bahmani, Keivan; Das, Priyanka; Yambay, David; Mohammadi, Amir; George, Anjith; Bourlai, Thirimachos; Marcel, Sébastien; Schuckers, Stephanie; Fang, Meiling; Damer, Naser; Boutros, Fadi; Kuijper, Arjan; Kantarci, Alperen; Demir, Basar; Yildiz, Zafer; Ghafoory, Zabi; Dertli, Hasan; Ekenel, Hazim Kemal; Vu, Son; Christophides, Vassilis; Dashuang, Liang; Guanghao, Zhang; Zhanlong, Hao; Junfu, Liu; Yufeng, Jin; Liu, Samo; Huang, Samuel; Kuei, Salieri; Singh, Jag Mohan; Ramachandra, Raghavendra	Konferenzbeitrag Conference Paper
2021	PW-MAD: Pixel-Wise Supervision for Generalized Face Morphing Attack Detection Damer, Naser; Spiller, Noémie Catherine Hélène; Fang, Meiling; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2020	Micro Stripes Analyses for Iris Presentation Attack Detection Fang, Meiling; Damer, Naser; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2020	Iris Liveness Detection Competition (LivDet-Iris) - The 2020 Edition Das, Priyanka; McGrath, Joseph; Fang, Zhaoyuan; Boyd, Aidan; Jang, Ganghee; Mohammadi, Amir; Purnapatra, Sandip; Yambay, David; Marcel, Sébastien; Trokielewicz, Mateusz; Maciejewicz, Piotr; Bowyer, Kevin W.; Czajka, Adam; Schuckers, Stephanie; Tapia, Juan; Gonzalez, Sebastian; Fang, Meiling; Damer, Naser; Boutros, Fadi; Kuijper, Arjan; Sharma, Renu; Chen, Cunjian; Ross, Arun A.	Konferenzbeitrag Conference Paper
2020	Compact Models for Periocular Verification Through Knowledge Distillation Boutros, Fadi; Damer, Naser; Fang, Meiling; Raja, Kiran; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2020	Demographic Bias in Presentation Attack Detection of Iris Recognition Systems Fang, Meiling; Damer, Naser; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2020	Deep Learning Multi-layer Fusion for an Accurate Iris Presentation Attack Detection Fang, Meiling; Damer, Naser; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan	Konferenzbeitrag Conference Paper
2019	Merge-SfM: Merging Partial Reconstructions Fang, Meiling; Pollok, Thomas; Qu, Chengchao	Konferenzbeitrag Conference Paper

Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica

Lectures

Ambient Intelligence

Interactive Graphics Systems Group

Biometric Recognition and Security

Ambient intelligence - practical research at Fraunhofer IGD

Ambient intelligence – tomorrow’s research today

Projects

ATHENE - Mission “Next Generation Biometric System” – Project “Identity Management”

As part of the National Research Center for Applied Cybersecurity, we develop biometric solutions in the context of identity management. This includes the detection and prevention of attacks on biometric systems (e.g., Presentation Attacks and Morphing Attacks), the reduction of discriminatory behavior of such systems, and the quality assessment of biometric samples. The goal of this project is to make biometric systems safer, fairer, and more reliable for society.

https://www.athene-center.de/forschung/forschungsbereiche/next-generation-biometric-systems-5

https://www.igd.fraunhofer.de/en/competences/technologies/biometrics/face-morphing
https://www.igd.fraunhofer.de/en/press/annual-reports/2018/face-morphing-a-new-threat