mlsanityData to 7 Oct 2026

First Competition on Presentation Attack Detection on ID Card

arXiv 2409.00372 ↗First posted 31 Aug 2024cs.CVcited by 18

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Abstract (arXiv)

This paper summarises the Competition on Presentation Attack Detection on ID Cards (PAD-IDCard) held at the 2024 International Joint Conference on Biometrics (IJCB2024). The competition attracted a total of ten registered teams, both from academia and industry. In the end, the participating teams submitted five valid submissions, with eight models to be evaluated by the organisers. The competition presented an independent assessment of current state-of-the-art algorithms. Today, no independent evaluation on cross-dataset is available; therefore, this work determined the state-of-the-art on ID cards. To reach this goal, a sequestered test set and baseline algorithms were used to evaluate and compare all the proposals. The sequestered test dataset contains ID cards from four different countries. In summary, a team that chose to be "Anonymous" reached the best average ranking results of 74.80%, followed very closely by the "IDVC" team with 77.65%.

Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). Builds on 13 of its 27 references that are in the map. First posted on arXiv 31 Aug 2024.

Builds on

13 of 27 references.

References · 13

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  10. 2022Synthetic ID Card Image Generation for Improving Presentation Attack Detectioncited by 18
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  12. 2017e-Counterfeit: a mobile-server platform for document counterfeit detectioncited by 3
1 more
  1. 2023Improving Presentation Attack Detection for ID Cards on Remote Verification Systemscited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 10; 2026: 8.

18 papers.

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  1. 2025Second Competition on Presentation Attack Detection on ID Cardcited by 8
  2. 2025FantasyID: A dataset for detecting digital manipulations of ID-documentscited by 6
  3. 2025Privacy-Aware Detection of Fake Identity Documents: Methodology, Benchmark, and Improved Algorithms (FakeIDet2)cited by 6
  4. 2025SynID: Passport Synthetic Dataset for Presentation Attack Detectioncited by 4
  5. 2025FakeIDet: Exploring Patches for Privacy-Preserving Fake ID Detectioncited by 3
  6. 2025Can Foundation Models Generalise the Presentation Attack Detection Capabilities on ID Cards?cited by 2
  7. 2025Identity Card Presentation Attack Detection: A Systematic Reviewcited by 2
  8. 2025EdgeDoc: Hybrid CNN-Transformer Model for Accurate Forgery Detection and Localization in ID Documentscited by 1
  9. 2025Detecting Text Manipulation in Images using Vision Language Modelscited by 1
  10. 2026From Forgeries to Foundation Models: A Systematic Survey of Identity Document Attack and Detectioncited by 1
  11. 2025ID-Card Synthetic Generation: Toward a Simulated Bona fide Datasetcited by 0
  12. 2026Multimodal Models Meet Presentation Attack Detection on ID Documentscited by 0
6 more
  1. 2026Field-Localized Forgery Detection for Digital Identity Documentscited by 0
  2. 2026From Vision to Text: A Compact Multimodal Approach for Robust, Cross-Domain Presentation Attack Detection on ID Cardscited by 0
  3. 2026Verification of Dynamic Holographic Behavior in Identity Documentscited by 0
  4. 2026The Third Competition on Document Forgery Detection on ID-Cards and Passportscited by 0
  5. 2026FakeIDet3-DB: Refining Digital Attacks and Patch Extraction for Secure ID Benchmarkingcited by 0
  6. 2026Towards Zero-Shot Domain Generalization for ID Cards Presentation Attack Detectioncited by 0