LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection | Paper Citation Record

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This paper cites In: 20th ACM Conference on Multimedia Systems (ACMMM) (Oct 2012),https: //publications.idiap.ch/downloads/papers/2012/Anjos_Bob_ACMMM12.pdf.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 20th ACM Conference on Multimedia Systems (ACMMM) (Oct 2012),https: //publications.idiap.ch/downloads/papers/2012/Anjos_Bob_ACMMM12.pdf

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: International Conference on Machine Learning (ICML) (Aug 2017),http://publications.idiap.ch/downloads/papers/2017/ Anjos_ICML2017-2_2017.pdf

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: European conference on computer vision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Qwen2.5-VL Technical Report

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection BEiT: BERT Pre-Training of Image Transformers

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This paper cites In: 2017 12th IEEE international conference on automatic face & gesture recognition (FG 2017).

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2017 12th IEEE international conference on automatic face & gesture recognition (FG 2017)

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This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection International Journal of Computer Vision pp

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2018 13th IEEE international conference on automatic face & gesture recognition (FG 2018)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: The Eleventh International Conference on Learning Representations, ICLR 2023, Ki- gali, Rwanda, May 1-5, 2023

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: AAAI

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2016 international conference of the Biometrics Special Interest Group (BIOSIG)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: International Conference on Learning Representations (2024)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2009 IEEE conference on computer vision and pattern recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: The Twelfth International Conference on Learning Repre- sentations, ICLR 2024, Vienna, Austria, May 7-11, 2024

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: IEEE/CVF WACV, Waikoloa, HI, USA, January 3-8, 2022

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Pattern Recognit.123, 108398 (2022)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Lorenz et al

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2019 international conference on biometrics (ICB)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Iclr1(2), 3 (2022)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: European conference on computer vision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection 3: Testing and reporting (2017)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: CVPR

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: IEEE/CVF International Conference on Computer Vision, ICCV 2023, Paris, France, October 1-6, 2023

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF International Conference on Computer Vision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025 - Workshops, Tucson, AZ, USA, February 28 - March 4, 2025

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M., Levine, S

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection LLaVA-OneVision: Easy Visual Task Transfer

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Trans

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the Computer Vision and Pattern Recognition Conference

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the 33rd ACM International Conference on Multimedia

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: CVPR

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: ICME

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection DINOv2: Learning Robust Visual Features without Supervision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Transactions on Information Forensics and Security (2025)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the Winter Conference on Applications of Computer Vision

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: 2023 11th International Workshop on Biometrics and Forensics (IWBF)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE transactions on information forensics and security11(10), 2268–2283 (2016)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: International conference on machine learning

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K., Oh, A

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Observation 5825b984-265b-4100-ae79-13c5db6e4132 · outbound

This paper cites In: CVPR.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: CVPR

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: AAAI

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection DINOv3

Reference 59

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Diaz, F., Shah, C., Suel, T., Castells, P., Jones, R., Sakai, T

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Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:21.726525Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

Reference 61

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 62

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: CVPR

Reference 64

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the Computer Vision and Pattern Recognition Conference

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:21.931594Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 67

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Trans

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:21.992867Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Transactions on Information Forensics and Security10(4), 746–761 (2015)

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.047861Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 72

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Trans

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.069989Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.075366Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Trans

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.102834Z

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This paper cites IEEE Trans.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection IEEE Trans

Reference 76

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This paper cites In: CVPR.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: CVPR

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.194810Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.236501Z

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Observation a1fe23a1-4305-4901-b224-f752d170a0ec · outbound

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the AAAI Conference on Artificial Intelligence (2025)

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.275110Z

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Observation 566d8a9c-f4c4-42e8-af51-eadc55d0c848 · outbound

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.354750Z

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LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection Lorenz et al

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:22.414598Z

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Observation 6b02223c-ac83-4428-9943-46fd2b90d609 · outbound

This paper cites In: European conference on computer vision.

LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection In: European conference on computer vision

Reference 82

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