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Self-Domain Adaptation for Face Anti-Spoofing

https://doi.org/10.1609/aaai.v35i4.16379

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01219-9_18openalex-snapshot

Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-training

inferredcites →https://doi.org/10.1007/978-3-030-01261-8_18openalex-snapshot

Face De-spoofing: Anti-spoofing via Noise Modeling

inferredcites →https://doi.org/10.1007/978-3-030-01270-0_34openalex-snapshot

Remote Photoplethysmography Correspondence Feature for 3D Mask Face Presentation Attack Detection

inferredcites →https://doi.org/10.1007/978-3-030-59710-8_43openalex-snapshot

Self Domain Adapted Network

inferredcites →https://doi.org/10.1007/978-3-319-46478-7_6openalex-snapshot

3D Mask Face Anti-spoofing with Remote Photoplethysmography

inferredcites →https://doi.org/10.1007/978-3-540-74549-5_27openalex-snapshot

Blinking-Based Live Face Detection Using Conditional Random Fields

inferredcites →https://doi.org/10.1016/j.neucom.2020.08.068openalex-snapshot

One-class adaptation face anti-spoofing with loss function search

inferredcites →https://doi.org/10.1109/acpr.2015.7486482openalex-snapshot

Learning temporal features using LSTM-CNN architecture for face anti-spoofing

inferredcites →https://doi.org/10.1109/btas.2013.6712690openalex-snapshot

Context based face anti-spoofing

inferredcites →https://doi.org/10.1109/btas.2017.8272713openalex-snapshot

Face anti-spoofing using patch and depth-based CNNs

inferredcites →https://doi.org/10.1109/btas.2017.8272765openalex-snapshot

Deep convolutional dynamic texture learning with adaptive channel-discriminability for 3D mask face anti-spoofing

inferredcites →https://doi.org/10.1109/cvpr.2018.00048openalex-snapshot

Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision

inferredcites →https://doi.org/10.1109/cvpr.2018.00566openalex-snapshot

Domain Generalization with Adversarial Feature Learning

inferredcites →https://doi.org/10.1109/cvpr.2019.01026openalex-snapshot

Multi-Adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00851openalex-snapshot

Single-Side Domain Generalization for Face Anti-Spoofing

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00966openalex-snapshot

Model Adaptation: Unsupervised Domain Adaptation Without Source Data

inferredcites →https://doi.org/10.1109/fg.2017.77openalex-snapshot

OULU-NPU: A Mobile Face Presentation Attack Database with Real-World Variations

inferredcites →https://doi.org/10.1109/icb.2012.6199754openalex-snapshot

A face antispoofing database with diverse attacks

inferredcites →https://doi.org/10.1109/icb45273.2019.8987254openalex-snapshot

Improving Cross-database Face Presentation Attack Detection via Adversarial Domain Adaptation

inferredcites →https://doi.org/10.1109/iccv.2007.4409068openalex-snapshot

Eyeblink-based Anti-Spoofing in Face Recognition from a Generic Webcamera

inferredcites →https://doi.org/10.1109/ijcb.2011.6117510openalex-snapshot

Face spoofing detection from single images using micro-texture analysis

inferredcites →https://doi.org/10.1109/lsp.2016.2630740openalex-snapshot

Face Anti-Spoofing using Speeded-Up Robust Features and Fisher Vector Encoding

inferredcites →https://doi.org/10.1109/tifs.2007.902037openalex-snapshot

Real-Time Face Detection and Motion Analysis With Application in “Liveness” Assessment

inferredcites →https://doi.org/10.1109/tifs.2015.2400395openalex-snapshot

Face Spoof Detection With Image Distortion Analysis

inferredcites →https://doi.org/10.1109/tifs.2016.2555286openalex-snapshot

Face Spoofing Detection Using Colour Texture Analysis

inferredcites →https://doi.org/10.1109/tifs.2016.2578288openalex-snapshot

Secure Face Unlock: Spoof Detection on Smartphones

inferredcites →https://doi.org/10.1109/tifs.2018.2801312openalex-snapshot

Unsupervised Domain Adaptation for Face Anti-Spoofing

inferredcites →https://doi.org/10.1109/tifs.2018.2868230openalex-snapshot

Joint Discriminative Learning of Deep Dynamic Textures for 3D Mask Face Anti-Spoofing

inferredcites →https://doi.org/10.1186/1687-5281-2014-2openalex-snapshot

Face liveness detection using dynamic texture

inferredcites →https://doi.org/10.1609/aaai.v34i07.6873openalex-snapshot

Regularized Fine-Grained Meta Face Anti-Spoofing

inferredcites →https://doi.org/10.48550/arxiv.1408.5601openalex-snapshot

Learn Convolutional Neural Network for Face Anti-Spoofing

inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot

Adam: A Method for Stochastic Optimization

inferredcites →https://doi.org/10.5555/2188385.2188410openalex-snapshot

A kernel two-sample test

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4517552openalex-extracted

inferred← citeshttps://doi.org/10.1007/978-3-031-02375-0_32openalex-snapshot

Domain Generalization with Pseudo-Domain Label for Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-19775-8_30openalex-snapshot

Source-Free Domain Adaptation with Contrastive Domain Alignment and Self-supervised Exploration for Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-19778-9_3openalex-snapshot

Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-20065-6_20openalex-snapshot

Generative Domain Adaptation for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-20233-9_13openalex-snapshot

A Survey of Domain Generalization-Based Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-32906-7_5openalex-snapshot

Conclusions and Future Work

inferred← citeshttps://doi.org/10.1007/978-3-031-43567-6_7openalex-snapshot

Face Presentation Attack Detection

inferred← citeshttps://doi.org/10.1007/978-3-031-72667-5_9openalex-snapshot

TF-FAS: Twofold-Element Fine-Grained Semantic Guidance for Generalizable Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-72897-6_10openalex-snapshot

Bottom-Up Domain Prompt Tuning for Generalized Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/978-3-031-78122-3_15openalex-snapshot

FedSC: Federated Generalized Face Anti-Spoofing via Shuffled Codebook

inferred← citeshttps://doi.org/10.1007/978-3-031-92886-4_18openalex-snapshot

Time-Aware Face Anti-spoofing with Rotation Invariant Local Binary Patterns and Deep Learning

inferred← citeshttps://doi.org/10.1007/978-3-032-37577-3_23openalex-snapshot

TRAM: Fine-Tuning-Free Test-Time Adaptation with Few Bonafide Samples for Generalized Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/978-981-19-7513-4_10openalex-snapshot

A Self-explainable Face Anti-spoofing Solution Based on Depth Estimation

inferred← citeshttps://doi.org/10.1007/978-981-95-6123-0_47openalex-snapshot

Domain Generalization in Face Anti-Spoofing Based on Vision-Language Semantic Awareness

inferred← citeshttps://doi.org/10.1007/978-981-97-1025-6_8openalex-snapshot

Applications

inferred← citeshttps://doi.org/10.1007/978-981-97-3626-3_17openalex-snapshot

Revealing Real Face for Generalized Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/978-981-97-5612-4_2openalex-snapshot

Adaptive Swin Transformers for Few-Shot Cross-Domain Silent Face Liveness Detection

inferred← citeshttps://doi.org/10.1007/s10489-026-07324-9openalex-snapshot

Domain generalization for face anti-spoofing with CBAM and adaptive gradient alignment

inferred← citeshttps://doi.org/10.1007/s11263-023-01778-xopenalex-snapshot

Adversarial Learning Domain-Invariant Conditional Features for Robust Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/s11263-024-02052-4openalex-snapshot

CSDG-FAS: Closed-Space Domain Generalization for Face Anti-spoofing

inferred← citeshttps://doi.org/10.1007/s11263-024-02092-wopenalex-snapshot

Quality-Invariant Domain Generalization for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/s11263-024-02135-2openalex-snapshot

CA-MoEiT: Generalizable Face Anti-spoofing via Dual Cross-Attention and Semi-fixed Mixture-of-Expert

inferred← citeshttps://doi.org/10.1007/s11263-024-02178-5openalex-snapshot

Weighted Joint Distribution Optimal Transport Based Domain Adaptation for Cross-Scenario Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/s11263-024-02181-wopenalex-snapshot

A Comprehensive Survey on Test-Time Adaptation Under Distribution Shifts

inferred← citeshttps://doi.org/10.1007/s11263-024-02240-2openalex-snapshot

Towards Data-Centric Face Anti-spoofing: Improving Cross-Domain Generalization via Physics-Based Data Synthesis

inferred← citeshttps://doi.org/10.1007/s11263-026-02888-yopenalex-snapshot

ICPE-FAS: Instance and Category Prompts Engineering for Generalizable Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1007/s13042-025-02773-zopenalex-snapshot

Novel face anti-spoofing by integration of data augmentation, selective feature learning, and LaSupCon loss

inferred← citeshttps://doi.org/10.1007/s44443-026-01259-4openalex-snapshot

Dual semantic consistency module for domain generalizable face anti-spoofing

inferred← citeshttps://doi.org/10.1016/j.cag.2023.08.006openalex-snapshot

Multi-domain mixup for scenario-universal face anti-spoofing

inferred← citeshttps://doi.org/10.1016/j.compeleceng.2024.110035openalex-snapshot

Enhancing face anti-spoofing through domain generalization with nonlinear spinning neural P neuron fusion and dual feature extractors

inferred← citeshttps://doi.org/10.1016/j.displa.2024.102871openalex-snapshot

Learning domain-adaptive palmprint anti-spoofing feature from multi-source domains

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108345openalex-snapshot

Face anti-spoofing via jointly modeling local texture and constructed depth

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.119106openalex-snapshot

Style selective normalization with meta learning for test-time adaptive face anti-spoofing

inferred← citeshttps://doi.org/10.1016/j.ins.2025.121904openalex-snapshot

Channel difference transformer for face anti-spoofing

inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128992openalex-snapshot

Unmasking Deception: A Comprehensive Survey on the Evolution of Face Anti‐spoofing Methods

inferred← citeshttps://doi.org/10.1016/j.neucom.2024.129008openalex-snapshot

Soft prompt-tuning for unsupervised domain adaptation via self-supervision

inferred← citeshttps://doi.org/10.1016/j.neucom.2025.131136openalex-snapshot

A survey of deep learning for face presentation attack detection

inferred← citeshttps://doi.org/10.1016/j.patrec.2024.11.031openalex-snapshot

Cascading enhancement representation for face anti-spoofing

inferred← citeshttps://doi.org/10.1109/access.2025.3592034openalex-snapshot

Domain Generalization and Domain Adaptation Approaches for Face Anti-Spoofing: A Survey

inferred← citeshttps://doi.org/10.1109/ccdc62350.2024.10588035openalex-snapshot

Face Anti-Spoofing Based on 3D Learnable Convolutional Operators

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.00409openalex-snapshot

Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01959openalex-snapshot

Instance-Aware Domain Generalization for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.02353openalex-snapshot

Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00025openalex-snapshot

Test-Time Domain Generalization for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00026openalex-snapshot

Gradient Alignment for Cross-Domain Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00034openalex-snapshot

One-Class Face Anti-Spoofing via Spoof Cue Map-Guided Feature Learning

inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.02268openalex-snapshot

Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00678openalex-snapshot

Dynamic Feature Queue for Surveillance Face Anti-spoofing via Progressive Training

inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00102openalex-snapshot

Advancing Cross-Domain Generalizability in Face Anti-Spoofing: Insights, Design, and Metrics

inferred← citeshttps://doi.org/10.1109/dsaa60987.2023.10302565openalex-snapshot

Tackling Model Mismatch with Mixup Regulated Test-Time Training

inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9746635openalex-snapshot

Few-Shot One-Class Domain Adaptation Based On Frequency For Iris Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9747840openalex-snapshot

Depth-Based Ensemble Learning Network For Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10095424openalex-snapshot

Single Domain Dynamic Generalization for Iris Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10095730openalex-snapshot

Self-Paced Partial Domain-Aware Learning for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.00568openalex-snapshot

Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.01803openalex-snapshot

FLIP: Cross-domain Face Anti-spoofing with Language Guidance

inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00336openalex-snapshot

Oculus: Hierarchical Face Spoof Detection via Frequency-Enhanced Vision Transformers with Group-Aware Classification and Post-Fusion Attention ICCV Proceedings

inferred← citeshttps://doi.org/10.1109/icetet-sip58143.2023.10151464openalex-snapshot

Face Anti-Spoofing Techniques and Challenges: A short survey

inferred← citeshttps://doi.org/10.1109/icip46576.2022.9897641openalex-snapshot

Online Adaptive Personalization for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/icip49359.2023.10222356openalex-snapshot

Robust Face Anti-Spoofing Framework with Convolutional Vision Transformer

inferred← citeshttps://doi.org/10.1109/ijcb57857.2023.10448785openalex-snapshot

FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/ijcb62174.2024.10744465openalex-snapshot

BLIP-Adapter: Bridging Vision-Language Models with Adapters for Generalizable Face Anti-spoofing

inferred← citeshttps://doi.org/10.1109/ijcb65343.2025.11411397openalex-snapshot

Spoof Trace Discovery for Deep Learning Based Explainable Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/ijcnn54540.2023.10191778openalex-snapshot

CDNet: Cross-frequency Dual-branch Network for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/ijcnn55064.2022.9892826openalex-snapshot

Advanced Face Anti-Spoofing with Depth Segmentation

inferred← citeshttps://doi.org/10.1109/itc-cscc62988.2024.10628430openalex-snapshot

Domain-Generalized Face Anti-Spoofing with Domain Adaptive Style Extraction

inferred← citeshttps://doi.org/10.1109/jbhi.2024.3417404openalex-snapshot

Fourier-Based Frequency Space Disentanglement and Augmentation for Generalizable Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/jiot.2024.3380811openalex-snapshot

BudsAuth: Toward Gesture-Wise Continuous User Authentication Through Earbuds Vibration Sensing

inferred← citeshttps://doi.org/10.1109/lsp.2024.3418710openalex-snapshot

Multimodal Proxy-Free Face Anti-Spoofing Exploiting Local Patch Features

inferred← citeshttps://doi.org/10.1109/tbiom.2022.3184500openalex-snapshot

Face Anti-Spoofing Using Transformers With Relation-Aware Mechanism

inferred← citeshttps://doi.org/10.1109/tbiom.2025.3616651openalex-snapshot

Gradient-Reversed Domain-Generalizable Multi-Modal Cross-Attention Network for Robust Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tbiom.2026.3657113openalex-snapshot

MoGA-ETA: Generalized Face Anti-Spoofing With Enhanced Text Guidance and Alignment

inferred← citeshttps://doi.org/10.1109/tbiom.2026.3679390openalex-snapshot

Toward Generalized and Explainable Face Anti-Spoofing via Decomposition-Fusion Networks

inferred← citeshttps://doi.org/10.1109/tcsvt.2021.3133620openalex-snapshot

Dual Spoof Disentanglement Generation for Face Anti-Spoofing With Depth Uncertainty Learning

inferred← citeshttps://doi.org/10.1109/tcsvt.2022.3178723openalex-snapshot

Domain Adversarial Disentanglement Network With Cross-Domain Synthesis for Generalized Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tcsvt.2024.3451294openalex-snapshot

Dual Teacher Knowledge Distillation With Domain Alignment for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2021.3134869openalex-snapshot

Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2023.3235581openalex-snapshot

Consistency Regularization for Deep Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2023.3266138openalex-snapshot

Domain Generalization for Face Anti-Spoofing via Negative Data Augmentation

inferred← citeshttps://doi.org/10.1109/tifs.2023.3326370openalex-snapshot

Dual Sampling Based Causal Intervention for Face Anti-Spoofing With Identity Debiasing

inferred← citeshttps://doi.org/10.1109/tifs.2023.3337970openalex-snapshot

Surveillance Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2024.3486098openalex-snapshot

Category-Conditional Gradient Alignment for Domain Adaptive Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2025.3540659openalex-snapshot

Dual Consistency Regularization for Generalized Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2025.3564878openalex-snapshot

Confidence Aware Learning for Reliable Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2025.3586506openalex-snapshot

G 2 V 2 former: Graph Guided Video Vision Transformer for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tifs.2026.3711854openalex-snapshot

CPG-PAD: Concept-Informed Prompts Guided Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/tmm.2022.3221532openalex-snapshot

FGDNet: Fine-Grained Detection Network Towards Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tmm.2025.3618575openalex-snapshot

Domain Generalization for Face Anti-Spoofing via Content-Aware Composite Prompt Engineering

inferred← citeshttps://doi.org/10.1109/tpami.2022.3215850openalex-snapshot

Deep Learning for Face Anti-Spoofing: A Survey

inferred← citeshttps://doi.org/10.1109/tpami.2024.3370721openalex-snapshot

Source-Free Domain Adaptation With Domain Generalized Pretraining for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/tpami.2024.3507101openalex-snapshot

Generalized Face Liveness Detection via De-Fake Face Generator

inferred← citeshttps://doi.org/10.1109/wacv61041.2025.00618openalex-snapshot

Text-to-Image Synthesis for Domain Generalization in Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1109/wacv61041.2025.00866openalex-snapshot

Domain-Generalized Object Anti-Spoofing: Bridging Gaps and Patch Selection for Robust Detection Across Domains

inferred← citeshttps://doi.org/10.1145/3652583.3658078openalex-snapshot

Generative Data Augmentation with Liveness Information Preserving for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1145/3664647.3680855openalex-snapshot

Fine-Grained Prompt Learning for Face Anti-Spoofing

inferred← citeshttps://doi.org/10.1609/aaai.v36i2.20071openalex-snapshot

Feature Generation and Hypothesis Verification for Reliable Face Anti-spoofing

inferred← citeshttps://doi.org/10.1609/aaai.v37i3.25443openalex-snapshot

Cyclically Disentangled Feature Translation for Face Anti-spoofing

inferred← citeshttps://doi.org/10.1609/aaai.v38i6.28359openalex-snapshot

Multi-Domain Incremental Learning for Face Presentation Attack Detection

inferred← citeshttps://doi.org/10.21203/rs.3.rs-3674481/v1openalex-snapshot

Reinforcing Face Anti-Spoofing with Multi-Scale Modality

inferred← citeshttps://doi.org/10.3389/fnins.2024.1362286openalex-snapshot

Algorithm of face anti-spoofing based on pseudo-negative features generation

inferred← citeshttps://doi.org/10.3390/app15126891openalex-snapshot

Face Anti-Spoofing Based on Deep Learning: A Comprehensive Survey

inferred← citeshttps://doi.org/10.3390/bdcc7010037openalex-snapshot

Face Liveness Detection Using Artificial Intelligence Techniques: A Systematic Literature Review and Future Directions

inferred← citeshttps://doi.org/10.3390/s23084077openalex-snapshot

Multi-Domain Feature Alignment for Face Anti-Spoofing

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