Luis Santiago Luevano Garcia
- Centre Inria de l'Université de Rennes
Présentation
PhD in Computer Science focused on Computer Vision, Biometrics, Privacy, and Collaborative Machine Learning. Currently working as Postdoctoral Researcher at the Idiap Research Institute in Switzerland. Previously worked as a Postdoctoral Researcher at the WIDE team at Inria in the University of Rennes in France. My current research interests are Face Biometrics, Computer Vision, Privacy, and Decentralized Machine Learning. My PhD thesis work was on Binarized Neural Networks for Very Low Resolution Face Recognition for deployment on embedded devices.
Compétences
Publications
Publications
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Assessing the Performance of Efficient Face Anti-Spoofing Detection Against Physical and Digital Presentation AttacksFAS 2024 - 5th Face Anti-spoofing Workshop and Challenge workshop @ CVPR, Jun 2024, Seattle, United States. pp.1-8 |
SwiftFaceFormer: An Efficient and Lightweight Hybrid Architecture for Accurate Face Recognition ApplicationsICPR 2024 - 27th International Conference on Pattern Recognition, Dec 2024, Kolkata, India. pp.244-258, ⟨10.1007/978-3-031-78341-8_16⟩ |
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Effectiveness of Blind Face Restoration to Boost Face Recognition Performance at Low-Resolution ImagesIWAIPR 2023 - International Workshop on Artificial Intelligence and Pattern Recognition, Oct 2023, Varadero, Cuba. pp.455--467, ⟨10.1007/978-3-031-49552-6_39⟩ |
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Exploring the Effectiveness of Lightweight Architectures for Face Anti-SpoofingCVPRW 2023 - IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, Jun 2023, Vancouver, Canada. pp.6392-6402, ⟨10.1109/CVPRW59228.2023.00680⟩ |
Utilizing CNNs for Cryptanalysis of Selective Biometric Face Sample EncryptionProceedings of the 26th International Conference on Pattern Recognition (ICPR), Jan 2022, Montreal, Canada. pp.8 |
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Lightweight Low-Resolution Face Recognition for Surveillance Applications2020 25th International Conference on Pattern Recognition (ICPR), Jan 2021, Milano, Italy. pp.5421-5428, ⟨10.1109/ICPR48806.2021.9412280⟩ |
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ShuffleFaceNet: A Lightweight Face Architecture for Efficient and Highly-Accurate Face Recognition2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), IEEE, Oct 2019, Seoul (Korea), South Korea. pp.2721-2728, ⟨10.1109/ICCVW.2019.00333⟩ |
BinaryFaceNet: A Binarized Approach for Real-Time Very Low Resolution Face Recognition in Video Surveillance Scenarios2024 |
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SOTERIA D5.4 HARDWARE-BASED PRIVACY2024 |
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Analyzing Trusted Execution Environments: Comparing Commercial Implementations and Diverse Applications2024 |
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Exploring the Potential for Real-Time Vision Transformer-Level Precision on Face Recognition Scenarios through Binarization on Embedded SystemsICCVW 2023 - IEEE/CVF International Conference on Computer Vision Workshops, Oct 2023, Paris, France. 2023 |
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Towards Accurate and Lightweight Masked Face Recognition: An Experimental EvaluationIEEE Access, 2022, 10, pp.7341-7353. ⟨10.1109/ACCESS.2021.3135255⟩ |
Benchmarking lightweight face architectures on specific face recognition scenariosArtificial Intelligence Review, 2021, ⟨10.1007/s10462-021-09974-2⟩ |
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A Study on the Performance of Unconstrained Very Low Resolution Face Recognition: Analyzing Current Trends and New Research DirectionsIEEE Access, 2021, 9, pp.75470-75493. ⟨10.1109/ACCESS.2021.3080712⟩ |