Face Anti-Spoofing

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

8 leaderboard tables shown for this task, 8 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

17 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 78 papers with code (204 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Deep Residual Learning for Image Recognition
  10 Dec 2015 484 repositories listed Syntology ran 230 of 377 samples · 147 unverified · 187 pointer-only (licence)
  Deep residual nets are foundations of our submissions to ILSVRC & COCO 2015 competitions, where we also won the 1st places on the tasks of ImageNet detection, ImageNet localization, COCO detection, and COCO segmentation.
• Very Deep Convolutional Networks for Large-Scale Image Recognition
  4 Sep 2014 305 repositories listed Syntology ran 12 of 122 samples · 110 unverified · 4 pointer-only (licence)
  In this work we investigate the effect of the convolutional network depth on its accuracy in the large-scale image recognition setting.
• Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection
  9 Jul 2019 7 repositories listed
  The proposed approach achieves an HTER of 0% in Replay Mobile dataset and an ACER of 0.
• Learning Generalized Spoof Cues for Face Anti-spoofing
  8 May 2020 6 repositories listed
  In this paper, we reformulate FAS in an anomaly detection perspective and propose a residual-learning framework to learn the discriminative live-spoof differences which are defined as the spoof cues.
• Deep Spatial Gradient and Temporal Depth Learning for Face Anti-spoofing
  18 Mar 2020 5 repositories listed
  Depth supervised learning has been proven as one of the most effective methods for face anti-spoofing.
• Searching Central Difference Convolutional Networks for Face Anti-Spoofing
  9 Mar 2020 5 repositories listed
  Here we propose a novel frame level FAS method based on Central Difference Convolution (CDC), which is able to capture intrinsic detailed patterns via aggregating both intensity and gradient information.
• Cross-Database Liveness Detection: Insights from Comparative Biometric Analysis
  29 Jan 2024 4 repositories listed
  In an era where biometric security serves as a keystone of modern identity verification systems, ensuring the authenticity of these biometric samples is paramount.
• Learn Convolutional Neural Network for Face Anti-Spoofing
  24 Aug 2014 4 repositories listed
  Moreover, the nets trained using combined data from two datasets have less biases between two datasets.
• A visualization method for data domain changes in CNN networks and the optimization method for selecting thresholds in classification tasks
  19 Apr 2024 3 repositories listed
  In recent years, Face Anti-Spoofing (FAS) has played a crucial role in preserving the security of face recognition technology.
• Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues
  12 Apr 2024 3 repositories listed
  SPSC and SDSC augment live samples into simulated attack samples by simulating spoofing clues of physical and digital attacks, respectively, which significantly improve the capability of the model to detect "unseen"…
• Domain-Generalized Face Anti-Spoofing with Unknown Attacks
  18 Oct 2023 3 repositories listed
  Although face anti-spoofing (FAS) methods have achieved remarkable performance on specific domains or attack types, few studies have focused on the simultaneous presence of domain changes and unknown attacks, which is…
• FLIP: Cross-domain Face Anti-spoofing with Language Guidance
  28 Sep 2023 3 repositories listed
  Specifically, we show that aligning the image representation with an ensemble of class descriptions (based on natural language semantics) improves FAS generalizability in low-data regimes.
• S-Adapter: Generalizing Vision Transformer for Face Anti-Spoofing with Statistical Tokens
  7 Sep 2023 3 repositories listed
  Face Anti-Spoofing (FAS) aims to detect malicious attempts to invade a face recognition system by presenting spoofed faces.
• Enhancing Mobile Face Anti-Spoofing: A Robust Framework for Diverse Attack Types under Screen Flash
  29 Aug 2023 3 repositories listed
  In this paper, we propose an attack type robust face anti-spoofing framework under light flash, called ATR-FAS.
• AdvFAS: A robust face anti-spoofing framework against adversarial examples
  4 Aug 2023 3 repositories listed
  Ensuring the reliability of face recognition systems against presentation attacks necessitates the deployment of face anti-spoofing techniques.
• Deep Ensemble Learning with Frame Skipping for Face Anti-Spoofing
  6 Jul 2023 3 repositories listed
  Face presentation attacks (PA), also known as spoofing attacks, pose a substantial threat to biometric systems that rely on facial recognition systems, such as access control systems, mobile payments, and identity…
• Joint Statistical and Causal Feature Modulated Face Anti-Spoofing
  4 Jul 2023 3 repositories listed
  In this paper, we propose a hierarchical feature modulation (HFM) approach for stable face anti-spoofing in unseen domains and unseen attacks.
• Latent Distribution Adjusting for Face Anti-Spoofing
  16 May 2023 3 repositories listed
  In this work, we propose a unified framework called Latent Distribution Adjusting (LDA) with properties of latent, discriminative, adaptive, generic to improve the robustness of the FAS model by adjusting complex data…
• Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results
  12 Apr 2023 3 repositories listed
  Leveraging the WFAS dataset and Protocol 1 (Known-Type), we host the Wild Face Anti-Spoofing Challenge at the CVPR2023 workshop.
• Multi-domain Learning for Updating Face Anti-spoofing Models
  23 Aug 2022 3 repositories listed
  In this work, we study multi-domain learning for face anti-spoofing(MD-FAS), where a pre-trained FAS model needs to be updated to perform equally well on both source and target domains while only using target domain…
• Generalizable Method for Face Anti-Spoofing with Semi-Supervised Learning
  13 Jun 2022 3 repositories listed
  Face anti-spoofing has drawn a lot of attention due to the high security requirements in biometric authentication systems.
• Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural Networks
  22 Jul 2020 3 repositories listed
  The proposed system is evaluated on the publicly available WMCA multi-channel face PAD database, which contains a wide variety of 2D and 3D attacks.
• FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofing
  22 Apr 2019 3 repositories listed
  Face Anti-spoofing gains increased attentions recently in both academic and industrial fields.
• Improving Face Anti-Spoofing by 3D Virtual Synthesis
  2 Jan 2019 3 repositories listed
  Specifically, we consider a printed photo as a flat surface and mesh it into a 3D object, which is then randomly bent and rotated in 3D space.
• FoundPAD: Foundation Models Reloaded for Face Presentation Attack Detection
  6 Jan 2025 2 repositories listed
  Although face recognition systems have seen a massive performance enhancement in recent years, they are still targeted by threats such as presentation attacks, leading to the need for generalizable presentation attack…
• Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
  29 Feb 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Face Anti-Spoofing (FAS) is crucial for securing face recognition systems against presentation attacks.
• SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models
  6 Feb 2024 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  For the face forgery detection task, we evaluate GAN-based and diffusion-based data, incorporating visual and acoustic modalities.
• One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature Learning
  1 Jan 2024 2 repositories listed
  To avoid trapping to a trivial solution we devise a novel SCM-guided feature learning by combining many SCMs as pseudo ground-truths to guide a conditional generator to generate latent spoof features for spoof data.
• PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition
  27 Mar 2022 2 repositories listed
  Previous works leverage auxiliary pixel-level supervision and domain generalization approaches to address unseen spoof types.
• Deep Learning meets Liveness Detection: Recent Advancements and Challenges
  29 Dec 2021 2 repositories listed
  Hence, a new research area dealing with the development of more generalized as well as accurate models is increasingly attracting the attention of the research community and industry.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.