# Face Anti-Spoofing Based on Deep Learning: A Comprehensive Survey
## Abbreviations
(2021) [PERSON]; [PERSON]; [PERSON]; [PERSON] Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti-spoofing. _Pattern Recognit._**2021**, _115_, 107888. [CrossRef]
* [PERSON] and [PERSON] (2021) [PERSON]; [PERSON]; [PERSON] Adversarial unsupervised domain adaptation guided with deep clustering for face presentation attack detection. _arXiv_**2021**, arXiv:2102.06864. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Generative domain adaptation for face anti-spoofing. In Proceedings of the European Conference on Computer Vision, Tel Aviv, Israel, 23-27 October 2022; pp. 335-356. * [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Learning generalizable and identity-discriminative representations for face anti-spoofing. _ACM Trans. Intell. Syst. Technol. (TIST)_**2020**, _11_, 1-19. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Self-domain adaptation for face anti-spoofing. In Proceedings of the AAAI Conference on Artificial Intelligence, Online, 19-21 May 2021; pp. 2746-2754. * [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON] Progressive transfer learning for face anti-spoofing. _IEEE Trans. Image Process._**2021**, _30_, 3946-3955. [CrossRef] [PubMed]
* [PERSON] et al. (2024) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] A comprehensive survey on source-free domain adaptation. _IEEE Trans. Pattern Anal. Mach. Intell._**2024**, _46_, 5743-5762. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON] Source-Free Domain Adaptation with Contrastive Domain Alignment and Self-Supervised Exploration for Face Anti-Spoofing. Springer Nature: Cham, Switzerland; pp. 511-528. * [PERSON] et al. (2024) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Source-free domain adaptation with domain generalized pretraining for face anti-spoofing. _IEEE Trans. Pattern Anal. Mach. Intell._**2024**, _46_, 5430-5448. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON]; [PERSON] Training data-efficient image transformers & distillation through attention. In Proceedings of the International Conference on Machine Learning, Virtual Event, 13-18 July 2020. * [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Generalizing to unseen domains: A survey on domain generalization. _IEEE Trans. Knowl. Data Eng._**2022**, _35_, 8052-8072. [CrossRef]
* [PERSON] et al. (2019) [PERSON]; [PERSON]; [PERSON]; [PERSON] Multi-adversarial discriminative deep domain generalization for face presentation attack detection. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Long Beach, CA, USA, 15-20 June 2019; pp. 10023-10031. * [PERSON] et al. (2019) [PERSON]; [PERSON]; [PERSON]; [PERSON] Single-side domain generalization for face anti-spoofing. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA, 13-19 June 2019; pp. 8484-8493. * [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] From RGB to depth: Domain transfer network for face anti-spoofing. _IEEE Trans. Inf. Forensics Secur._**2021**, _16_, 4280-4290. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Adaptive normalized representation learning for generalizable face anti-spoofing. In Proceedings of the 29 th ACM International Conference on Multimedia, Chengdu, China, 20-24 October 2021; pp. 1469-1477. * [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Camera invariant feature learning for generalized face anti-spoofing. _IEEE Trans. Inf. Forensics Secur._**2021**, _16_, 2477-2492. [CrossRef]
* [PERSON] et al. (2023) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Consistency regularization for deep face anti-spoofing. _IEEE Trans. Inf.