Iris Presentation Attack Detection: Where Are We Now?
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Abstract (arXiv)
As the popularity of iris recognition systems increases, the importance of effective security measures against presentation attacks becomes paramount. This work presents an overview of the most important advances in the area of iris presentation attack detection published in recent two years. Newly-released, publicly-available datasets for development and evaluation of iris presentation attack detection are discussed. Recent literature can be seen to be broken into three categories: traditional "hand-crafted" feature extraction and classification, deep learning-based solutions, and hybrid approaches fusing both methodologies. Conclusions of modern approaches underscore the difficulty of this task. Finally, commentary on possible directions for future research is provided.
Key facts. Cited by 14 papers in the map (data through 13 Oct 2026). First posted on arXiv 23 Jun 2020.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 2; 2024: 4; 2025: 1; 2026: 3.
14 papers.
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- 2021Biometrics: Trust, but Verifycited by 39
- 2021Human-Aided Saliency Maps Improve Generalization of Deep Learningcited by 27
- 2022Deep Learning for Iris Recognition: A Surveycited by 25
- 2023Iris Liveness Detection Competition (LivDet-Iris) -- The 2023 Editioncited by 13
- 2024Privacy-Safe Iris Presentation Attack Detectioncited by 6
- 2024Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Modelscited by 4
- 2022State Of The Art In Open-Set Iris Presentation Attack Detectioncited by 1
- 2023Single Domain Dynamic Generalization for Iris Presentation Attack Detectioncited by 1
- 2024VRBiom: A New Periocular Dataset for Biometric Applications of HMDcited by 1
- 2025AutoSIGHT: Automatic Eye Tracking-based System for Immediate Grading of Human experTisecited by 1
- 2024Training Better Deep Learning Models Using Human Saliencycited by 0
- 2026VISER: Visually-Informed System for Enhanced Robustness in Iris Presentation Attack Detectioncited by 0
- 2026Detecting Clear Contact Lenses for Iris Recognition: A Two-Stage Mask-Guided Attention Approach10 Aug 2026
- 2026What's Old is New Again: Classical Dimensionality Reduction for Efficient Saliency-Guided Biometric Attack Detection11 Jun 2026
- 2026VISER: Visually-Informed System for Enhanced Robustness in Iris Presentation Attack Detection18 Mar 2026
- 2025AutoSIGHT: Automatic Eye Tracking-based System for Immediate Grading of Human experTise1 Aug 2025
- 2024Training Better Deep Learning Models Using Human Saliency21 Oct 2024
- 2024Privacy-Safe Iris Presentation Attack Detection5 Aug 2024
- 2024VRBiom: A New Periocular Dataset for Biometric Applications of HMD2 Jul 2024
- 2024Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Models1 May 2024
- 2023Iris Liveness Detection Competition (LivDet-Iris) -- The 2023 Edition6 Oct 2023
- 2023Single Domain Dynamic Generalization for Iris Presentation Attack Detection22 May 2023
- 2022Deep Learning for Iris Recognition: A Survey12 Oct 2022
- 2022State Of The Art In Open-Set Iris Presentation Attack Detection22 Aug 2022
2 more
- 2021Biometrics: Trust, but Verify14 May 2021
- 2021Human-Aided Saliency Maps Improve Generalization of Deep Learning7 May 2021
- 2021Biometrics: Trust, but Verifycited by 39
- 2021Human-Aided Saliency Maps Improve Generalization of Deep Learningcited by 27
- 2022Deep Learning for Iris Recognition: A Surveycited by 25
- 2023Iris Liveness Detection Competition (LivDet-Iris) -- The 2023 Editioncited by 13
- 2024Privacy-Safe Iris Presentation Attack Detectioncited by 6
- 2024Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Modelscited by 4
- 2022State Of The Art In Open-Set Iris Presentation Attack Detectioncited by 1
- 2023Single Domain Dynamic Generalization for Iris Presentation Attack Detectioncited by 1
- 2024VRBiom: A New Periocular Dataset for Biometric Applications of HMDcited by 1
- 2025AutoSIGHT: Automatic Eye Tracking-based System for Immediate Grading of Human experTisecited by 1
- 2024Training Better Deep Learning Models Using Human Saliencycited by 0
- 2026VISER: Visually-Informed System for Enhanced Robustness in Iris Presentation Attack Detectioncited by 0
12 most cited of 14 All 14 (JSON)
- 2026Detecting Clear Contact Lenses for Iris Recognition: A Two-Stage Mask-Guided Attention Approach10 Aug 2026
- 2026What's Old is New Again: Classical Dimensionality Reduction for Efficient Saliency-Guided Biometric Attack Detection11 Jun 2026
- 2026VISER: Visually-Informed System for Enhanced Robustness in Iris Presentation Attack Detection18 Mar 2026
- 2025AutoSIGHT: Automatic Eye Tracking-based System for Immediate Grading of Human experTise1 Aug 2025
- 2024Training Better Deep Learning Models Using Human Saliency21 Oct 2024
- 2024Privacy-Safe Iris Presentation Attack Detection5 Aug 2024
- 2024VRBiom: A New Periocular Dataset for Biometric Applications of HMD2 Jul 2024
- 2024Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Models1 May 2024
- 2023Iris Liveness Detection Competition (LivDet-Iris) -- The 2023 Edition6 Oct 2023
- 2023Single Domain Dynamic Generalization for Iris Presentation Attack Detection22 May 2023
- 2022Deep Learning for Iris Recognition: A Survey12 Oct 2022
- 2022State Of The Art In Open-Set Iris Presentation Attack Detection22 Aug 2022
12 newest of 14 All 14 (JSON)