Keywords:
- Auto-encoder
- Backdoor attack
- Benchmark
- Biohashing
- biometric template protection
- Biometrics
- Blackbox
- Convolutional neural network
- deep features
- deep learning
- Deep neural network
- Demographic bias
- detection
- Differential Privacy
- embedding
- embedding translation
- Face Recognition
- face reconstruction
- Finger vein
- finger vein recognition
- Frcsyn-Ongoing
- Generative Ai
- Hashing
- Identity
- information leakage
- linkability
- maximal leakage
- Membership Inference (MI) Attack
- Memorisation
- model pairing
- MultiLayer Perceptron (MLP)
- open-set classifica- tion
- open-set classification
- pairing
- presentation attack
- speaker recognition
- statistical hypothesis testing
- Synthetic Data
- template
- template inversion
- template protection
- Trojan
- trojan attack
- vascular biometrics
- vulnerability evaluation
Publications of Hatef Otroshi Shahreza
2024
| Breaking Template Protection: Reconstruction of Face Images from Protected Facial Templates, and , in: 18th International Conference on Automatic Face and Gesture Recognition (FG), 2024 |
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| ChatGPT and biometrics: an assessment of face recognition, gender detection, and age estimation capabilities, , , , and , in: 2024 IEEE International Conference on Image Processing (ICIP), 2024 |
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| EdgeFace : Efficient Face Recognition Model for Edge Devices, , , , and , in: IEEE Transactions on Biometrics, Behavior, and Identity Science, 2024 |
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| EdgeFace: Efficient Face Recognition Model for Edge Devices, , , , and , Idiap-RR-01-2024 |
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| Face Recognition Using Lensless Camera, , and , in: Proceedings of the 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2024 |
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| Face Reconstruction from Partially Leaked Facial Embeddings, and , in: Proceedings of the 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2024 |
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| FRCSyn Challenge at WACV 2024: Face Recognition Challenge in the Era of Synthetic Data, , , , , and , in: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops, pages 892-901, 2024 |
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| FRCSyn-onGoing: Benchmarking and Comprehensive Evaluation of Real and Synthetic Data to Improve Face Recognition Systems, , , , and , in: Information Fusion, 107:102322, 2024 |
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| Model Pairing Using Embedding Translation for Backdoor Attack Detection on Open-Set Classification Tasks, , , and , in: NeurIPS Safe Generative AI Workshop 2024, 2024 |
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| On Measuring Linkability of Multiple Protected Biometric Templates using Maximal Leakage, , and , in: IEEE Access, 2024 |
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| On the Information in Deep Biometric Templates: from Vulnerability of Unprotected Templates to Leakage in Protected Templates, , EPFL, 2024 |
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| SDFR: Synthetic Data for Face Recognition Competition, , , , and , in: 2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG), IEEE, 2024 |
[DOI] [URL] |
| Second Edition FRCSyn Challenge at CVPR 2024: Face Recognition Challenge in the Era of Synthetic Data, , , , and , in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pages 3173-3183, 2024 |
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| Template Inversion Attack Using Synthetic Face Images Against Real Face Recognition Systems, and , in: IEEE Transactions on Biometrics, Behavior, and Identity Science, 2024 |
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| Unveiling Synthetic Faces: How Synthetic Datasets Can Expose Real Identities, and , in: NeurIPS Workshop on New Frontiers in Adversarial Machine Learning, 2024 |
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| Vulnerability of State-of-the-Art Face Recognition Models to Template Inversion Attack, , and , in: IEEE Transactions on Information Forensics and Security, 19:4585-4600, 2024 |
[DOI] [URL] |
2023
| Approximating Optimal Morphing Attacks using Template Inversion, , and , Idiap-RR-07-2023 |
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| Approximating Optimal Morphing Attacks using Template Inversion, , and , in: IEEE International Joint Conference on Biometric, 2023 |
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| Blackbox Face Reconstruction from Deep Facial Embeddings Using A Different Face Recognition Model, and , in: Proceedings of the IEEE International Conference on Image Processing (ICIP), Kuala Lumpur, Malaysia, pages 2435-2439, 2023 |
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| Comprehensive Vulnerability Evaluation of Face Recognition Systems to Template Inversion Attacks Via 3D Face Reconstruction, and , in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(12):14248-14265, 2023 |
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| EFaR 2023: Efficient Face Recognition Competition, , , , and , in: IEEE International Joint Conference on Biometrics (IJCB 2023), 2023 |
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| Face Reconstruction from Facial Templates by Learning Latent Space of a Generator Network, and , in: Thirty-seventh Conference on Neural Information Processing Systems, 2023 |
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| Inversion of Deep Facial Templates using Synthetic Data, and , in: Proceedings of the IEEE International Joint Conference on Biometric, 2023 |
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| IRL-Net: Inpainted Region Localization Network via Spatial Attention, , , , , and , in: IEEE Access, 11, 2023 |
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| Measuring Linkability of Protected Biometric Templates Using Maximal Leakage, , and , in: IEEE Transactions on Information Forensics and Security, 18:2262 - 2275, 2023 |
[DOI] [URL] |
| MLP-Hash: Protecting Face Templates via Hashing of Randomized Multi-Layer Perceptron, , and , in: Proceedings of the 31st European Signal Processing Conference, Helsinki, Finland, 2023 |
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| Multi-IVE: Privacy Enhancement of Multiple Soft-Biometrics in Face Embeddings, , , , , , , and , in: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023 |
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| Remote Cancelable Biometric System for Verification and Identification Applications, , , and , in: Proceedings of the International Conference of the Biometrics Special Interest Group (BIOSIG), 2023 |
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| SynthDistill: Face Recognition with Knowledge Distillation from Synthetic Data, , and , in: IEEE International Joint Conference on Biometrics (IJCB 2023), 2023 |
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| Template Inversion Attack against Face Recognition Systems using 3D Face Reconstruction, and , in: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pages 19662-19672, 2023 |
[DOI] [URL] |
| Toward High-Resolution Face Image Generation From Coded Aperture Camera, , and , in: IEEE Sensors Letters, 2023 |
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2022
| Face Reconstruction from Deep Facial Embeddings using a Convolutional Neural Network, , and , in: Proceedings of the 2022 IEEE International Conference on Image Processing (ICIP), Bordeaux, France, IEEE, 2022 |
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| Hybrid Protection of Biometric Templates by Combining Homomorphic Encryption and Cancelable Biometrics, , , , , and , in: Proceedings of the 2022 International Joint Conference on Biometrics (IJCB), Abu Dhabi, United Arab Emirates (UAE), IEEE, 2022 |
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| Indexing Protected Deep Face Templates by Frequent Binary Patterns, , , , and , in: Proceedings of the 2022 International Joint Conference on Biometrics (IJCB), Abu Dhabi, United Arab Emirates (UAE), IEEE, 2022 |
[DOI] [URL] |
2021
| Deep Auto-Encoding and Biohashing for Secure Finger Vein Recognition, and , in: Proceedings of the 2021 IEEE International Conference on Acoustics, Speech, and Signal Processing, IEEE, Toronto, Canada, 2021 |
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| On the Recognition Performance of BioHashing on state-of-the-art Face Recognition models, , and , in: Proceedings of the 13th IEEE International Workshop on Information Forensics and Security (WIFS), Montpellier, France, IEEE, 2021 |
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| Towards Protecting and Enhancing Vascular Biometric Recognition methods via Biohashing and Deep Neural Networks, and , in: IEEE Transactions on Biometrics, Behavior, and Identity Science, 2021 |
[DOI] [URL] |