face anti-spoofing based on color texture analysis
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Abstract (arXiv)
Research on face spoofing detection has mainly been focused on analyzing the luminance of the face images, hence discarding the chrominance information which can be useful for discriminating fake faces from genuine ones. In this work, we propose a new face anti-spoofing method based on color texture analysis. We analyze the joint color-texture information from the luminance and the chrominance channels using a color local binary pattern descriptor. More specifically, the feature histograms are extracted from each image band separately. Extensive experiments on two benchmark datasets, namely CASIA face anti-spoofing and Replay-Attack databases, showed excellent results compared to the state-of-the-art. Most importantly, our inter-database evaluation depicts that the proposed approach showed very promising generalization capabilities.
Key facts. Cited by 82 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Nov 2015.
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Citing papers per year: 2021: 22; 2022: 22; 2023: 14; 2024: 13; 2025: 9; 2026: 2.
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- 2023Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animationcited by 688
- 2022Thin-Plate Spline Motion Model for Image Animationcited by 210
- 2024Animate-X: Universal Character Image Animation with Enhanced Motion Representationcited by 88
- 2021Deep Learning for Face Anti-Spoofing: A Surveycited by 65
- 2025Animate Anyone 2: High-Fidelity Character Image Animation with Environment Affordancecited by 61
- 2021Adaptive Normalized Representation Learning for Generalizable Face Anti-Spoofingcited by 49
- 2023Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignmentcited by 48
- 2021Dual-Cross Central Difference Network for Face Anti-Spoofingcited by 47
- 2021Dual Reweighting Domain Generalization for Face Presentation Attack Detectioncited by 47
- 2023Instance-Aware Domain Generalization for Face Anti-Spoofingcited by 42
- 2021Cross Modal Focal Loss for RGBD Face Anti-Spoofingcited by 41
- 2021TransRPPG: Remote Photoplethysmography Transformer for 3D Mask Face Presentation Attack Detectioncited by 41
38 more
- 2024SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Modelscited by 40
- 2022Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofingcited by 38
- 2021Meta-Teacher For Face Anti-Spoofingcited by 33
- 2022Generative Domain Adaptation for Face Anti-Spoofingcited by 33
- 2022Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofingcited by 28
- 2022Seeing is Living? Rethinking the Security of Facial Liveness Verification in the Deepfake Eracited by 27
- 2024Gradient Alignment for Cross-Domain Face Anti-Spoofingcited by 27
- 2022Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cuescited by 24
- 2021Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofingcited by 23
- 2023FM-ViT: Flexible Modal Vision Transformers for Face Anti-Spoofingcited by 22
- 2022Flexible-Modal Face Anti-Spoofing: A Benchmarkcited by 21
- 2021Real Masks and Spoof Faces: On the Masked Face Presentation Attack Detectioncited by 20
- 2021Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty Learningcited by 20
- 2024Test-Time Domain Generalization for Face Anti-Spoofingcited by 20
- 2023Rethinking Vision Transformer and Masked Autoencoder in Multimodal Face Anti-Spoofingcited by 19
- 2021Structure Destruction and Content Combination for Face Anti-Spoofingcited by 18
- 2022Digital and Physical Face Attacks: Reviewing and One Step Furthercited by 17
- 2023Learnable Differencing Center for Nighttime Depth Perceptioncited by 14
- 2022One-Class Knowledge Distillation for Face Presentation Attack Detectioncited by 13
- 2022Fairness in Face Presentation Attack Detectioncited by 13
- 2021Consistency Regularization for Deep Face Anti-Spoofingcited by 10
- 2025Animate-X++: Universal Character Image Animation with Dynamic Backgroundscited by 10
- 2023Visual Prompt Flexible-Modal Face Anti-Spoofingcited by 9
- 2021On the Generalisation Capabilities of Fisher Vector based Face Presentation Attack Detectioncited by 8
- 2021Few-Shot Domain Expansion for Face Anti-Spoofingcited by 7
- 2021Unsupervised Compound Domain Adaptation for Face Anti-Spoofingcited by 6
- 2022Learning Multiple Explainable and Generalizable Cues for Face Anti-spoofingcited by 5
- 2022Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippetscited by 5
- 2024Confidence Aware Learning for Reliable Face Anti-spoofingcited by 5
- 2025Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofingcited by 5
- 2025Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofingcited by 5
- 2021Asymmetric Modality Translation For Face Presentation Attack Detectioncited by 4
- 2022Face Anti-Spoofing from the Perspective of Data Samplingcited by 4
- 2023Fine-Grained Annotation for Face Anti-Spoofingcited by 4
- 2024Generalized Face Liveness Detection via De-fake Face Generatorcited by 4
- 2024Adversarial Attacks on Both Face Recognition and Face Anti-spoofing Modelscited by 4
- 2025DADM: Dual Alignment of Domain and Modality for Face Anti-spoofingcited by 4
- 2021Review of Face Presentation Attack Detection Competitionscited by 3
50 most cited of 82 All 82 (JSON)
- 2026Unified Face Attack Detection via Fine-Grained Semantic Guidance9 Jul 2026
- 2026Face Presentation Attack Detection via Content-Adaptive Spatial Operators21 Feb 2026
- 2025Introducing Nylon Face Mask Attacks: A Dataset for Evaluating Generalised Face Presentation Attack Detection11 Nov 2025
- 2025Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing8 Sep 2025
- 2025Animate-X++: Universal Character Image Animation with Dynamic Backgrounds13 Aug 2025
- 2025Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofing2 Jun 2025
- 2025Learning Unknown Spoof Prompts for Generalized Face Anti-Spoofing Using Only Real Face Images6 May 2025
- 2025Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection6 May 2025
- 2025Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing29 Mar 2025
- 2025DADM: Dual Alignment of Domain and Modality for Face Anti-spoofing1 Mar 2025
- 2025Animate Anyone 2: High-Fidelity Character Image Animation with Environment Affordance10 Feb 2025
- 2024Confidence Aware Learning for Reliable Face Anti-spoofing2 Nov 2024
38 more
- 2024Animate-X: Universal Character Image Animation with Enhanced Motion Representation14 Oct 2024
- 2024Time-Aware Face Anti-Spoofing with Rotation Invariant Local Binary Patterns and Deep Learning27 Aug 2024
- 2024Re-evaluation of Face Anti-spoofing Algorithm in Post COVID-19 Era Using Mask Based Occlusion Attack23 Aug 2024
- 2024G2V2former: Graph Guided Video Vision Transformer for Face Anti-Spoofing14 Aug 2024
- 2024Liveness Detection in Computer Vision: Transformer-based Self-Supervised Learning for Face Anti-Spoofing19 Jun 2024
- 2024Adversarial Attacks on Both Face Recognition and Face Anti-spoofing Models27 May 2024
- 2024Hyp-OC: Hyperbolic One Class Classification for Face Anti-Spoofing22 Apr 2024
- 2024Test-Time Domain Generalization for Face Anti-Spoofing28 Mar 2024
- 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing29 Feb 2024
- 2024SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models6 Feb 2024
- 2024Generalized Face Liveness Detection via De-fake Face Generator17 Jan 2024
- 2024Modeling Spoof Noise by De-spoofing Diffusion and its Application in Face Anti-spoofing16 Jan 2024
- 2023TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing30 Nov 2023
- 2023CLIPC8: Face liveness detection algorithm based on image-text pairs and contrastive learning29 Nov 2023
- 2023Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation28 Nov 2023
- 2023Fine-Grained Annotation for Face Anti-Spoofing12 Oct 2023
- 2023Hyperbolic Face Anti-Spoofing17 Aug 2023
- 2023Enhancing Mobile Privacy and Security: A Face Skin Patch-Based Anti-Spoofing Approach9 Aug 2023
- 2023Visual Prompt Flexible-Modal Face Anti-Spoofing26 Jul 2023
- 2023Learnable Differencing Center for Nighttime Depth Perception26 Jun 2023
- 2023Mask Attack Detection Using Vascular-weighted Motion-robust rPPG Signals25 May 2023
- 2023Latent Distribution Adjusting for Face Anti-Spoofing16 May 2023
- 2023FM-ViT: Flexible Modal Vision Transformers for Face Anti-Spoofing5 May 2023
- 2023Instance-Aware Domain Generalization for Face Anti-Spoofing12 Apr 2023
- 2023Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment23 Mar 2023
- 2023Rethinking Vision Transformer and Masked Autoencoder in Multimodal Face Anti-Spoofing11 Feb 2023
- 2022A Survey of Face Recognition26 Dec 2022
- 2022A Novel Active Solution for Two-Dimensional Face Presentation Attack Detection14 Dec 2022
- 2022Face Presentation Attack Detection7 Dec 2022
- 2022GGViT:Multistream Vision Transformer Network in Face2Face Facial Reenactment Detection12 Oct 2022
- 2022Race Bias Analysis of Bona Fide Errors in face anti-spoofing11 Oct 2022
- 2022Digital and Physical Face Attacks: Reviewing and One Step Further29 Sep 2022
- 2022Fairness in Face Presentation Attack Detection19 Sep 2022
- 2022Face Anti-Spoofing from the Perspective of Data Sampling28 Aug 2022
- 2022Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippets27 Aug 2022
- 2022Learning Facial Liveness Representation for Domain Generalized Face Anti-spoofing16 Aug 2022
- 2022Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues10 Aug 2022
- 2022Multi-Frames Temporal Abnormal Clues Learning Method for Face Anti-Spoofing8 Aug 2022
50 newest of 82 All 82 (JSON)
- 2022Thin-Plate Spline Motion Model for Image Animationcited by 210
- 2024Animate-X: Universal Character Image Animation with Enhanced Motion Representationcited by 88
- 2021Deep Learning for Face Anti-Spoofing: A Surveycited by 65
- 2021Adaptive Normalized Representation Learning for Generalizable Face Anti-Spoofingcited by 49
- 2023Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignmentcited by 48
- 2021Dual-Cross Central Difference Network for Face Anti-Spoofingcited by 47
- 2021Dual Reweighting Domain Generalization for Face Presentation Attack Detectioncited by 47
- 2023Instance-Aware Domain Generalization for Face Anti-Spoofingcited by 42
- 2021Cross Modal Focal Loss for RGBD Face Anti-Spoofingcited by 41
- 2021TransRPPG: Remote Photoplethysmography Transformer for 3D Mask Face Presentation Attack Detectioncited by 41
- 2022Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofingcited by 38
- 2021Meta-Teacher For Face Anti-Spoofingcited by 33
12 most cited of 74 All 74 (JSON)
- 2026Unified Face Attack Detection via Fine-Grained Semantic Guidance9 Jul 2026
- 2026Face Presentation Attack Detection via Content-Adaptive Spatial Operators21 Feb 2026
- 2025Introducing Nylon Face Mask Attacks: A Dataset for Evaluating Generalised Face Presentation Attack Detection11 Nov 2025
- 2025Animate-X++: Universal Character Image Animation with Dynamic Backgrounds13 Aug 2025
- 2025Learning Unknown Spoof Prompts for Generalized Face Anti-Spoofing Using Only Real Face Images6 May 2025
- 2025Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing29 Mar 2025
- 2025DADM: Dual Alignment of Domain and Modality for Face Anti-spoofing1 Mar 2025
- 2024Confidence Aware Learning for Reliable Face Anti-spoofing2 Nov 2024
- 2024Animate-X: Universal Character Image Animation with Enhanced Motion Representation14 Oct 2024
- 2024Time-Aware Face Anti-Spoofing with Rotation Invariant Local Binary Patterns and Deep Learning27 Aug 2024
- 2024Re-evaluation of Face Anti-spoofing Algorithm in Post COVID-19 Era Using Mask Based Occlusion Attack23 Aug 2024
- 2024G2V2former: Graph Guided Video Vision Transformer for Face Anti-Spoofing14 Aug 2024
12 newest of 74 All 74 (JSON)