Periocular Biometrics: A Modality for Unconstrained Scenarios
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Abstract (arXiv)
Periocular refers to the externally visible region of the face that surrounds the eye socket. This feature-rich area can provide accurate identification in unconstrained or uncooperative scenarios, where the iris or face modalities may not offer sufficient biometric cues due to factors such as partial occlusion or high subject-to-camera distance. The COVID-19 pandemic has further highlighted its importance, as the ocular region remained the only visible facial area even in controlled settings due to the widespread use of masks. This paper discusses the state of the art in periocular biometrics, presenting an overall framework encompassing its most significant research aspects, which include: (a) ocular definition, acquisition, and detection; (b) identity recognition, including combination with other modalities and use of various spectra; and (c) ocular soft-biometric analysis. Finally, we conclude by addressing current challenges and proposing future directions.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 10 of its 34 references that are in the map. First posted on arXiv 28 Dec 2022.
Builds on
10 of 34 references.
References · 10
- 2020SensitiveLoss: Improving Accuracy and Fairness of Face Representations with Discrimination-Aware Deep Learningcited by 50
- 2020A survey of face recognition techniques under occlusioncited by 38
- 2018A Survey on Periocular Biometrics Researchcited by 20
- 2022Facial Soft Biometrics for Recognition in the Wild: Recent Works, Annotation, and COTS Evaluationcited by 19
- 2019Ocular Recognition Databases and Competitions: A Surveycited by 10
- 2019Cross-Sensor Periocular Biometrics in a Global Pandemic: Comparative Benchmark and Novel Multialgorithmic Approachcited by 9
- 2022Periocular Biometrics and its Relevance to Partially Masked Faces: A Surveycited by 9
- 2021Facial Masks and Soft-Biometrics: Leveraging Face Recognition CNNs for Age and Gender Prediction on Mobile Ocular Imagescited by 7
- 2021Attribute-Based Deep Periocular Recognition: Leveraging Soft Biometrics to Improve Periocular Recognitioncited by 5
- 2021Introduction to Presentation Attack Detection in Iris Biometrics and Recent Advancescited by 3
Built on by
Citing papers per year: 2023: 2; 2024: 2; 2025: 4; 2026: 1.
9 papers.
- 2023mEBAL2 Database and Benchmark: Image-based Multispectral Eyeblink Detectioncited by 9
- 2023One-Shot Learning for Periocular Recognition: Exploring the Effect of Domain Adaptation and Data Bias on Deep Representationscited by 4
- 2024Combined CNN and ViT features off-the-shelf: Another astounding baseline for recognitioncited by 3
- 2024Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometricscited by 2
- 2025Ocular Authentication: Fusion of Gaze and Periocular Modalitiescited by 2
- 2025DOOMGAN:High-Fidelity Dynamic Identity Obfuscation Ocular Generative Morphingcited by 1
- 2025Exploring Complementarity and Explainability in CNNs for Periocular Verification Across Acquisition Distancescited by 0
- 2025Leveraging Large-Scale Face Datasets for Deep Periocular Recognition via Ocular Croppingcited by 0
- 2026Periocular Soft Biometrics: A Survey and Applications to Multimedia Forensics and Disinformation Detectioncited by 0
- 2026Periocular Soft Biometrics: A Survey and Applications to Multimedia Forensics and Disinformation Detection10 Aug 2026
- 2025Leveraging Large-Scale Face Datasets for Deep Periocular Recognition via Ocular Cropping30 Oct 2025
- 2025Exploring Complementarity and Explainability in CNNs for Periocular Verification Across Acquisition Distances30 Oct 2025
- 2025DOOMGAN:High-Fidelity Dynamic Identity Obfuscation Ocular Generative Morphing23 Jul 2025
- 2025Ocular Authentication: Fusion of Gaze and Periocular Modalities22 May 2025
- 2024Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics3 Sep 2024
- 2024Combined CNN and ViT features off-the-shelf: Another astounding baseline for recognition28 Jul 2024
- 2023mEBAL2 Database and Benchmark: Image-based Multispectral Eyeblink Detection14 Sep 2023
- 2023One-Shot Learning for Periocular Recognition: Exploring the Effect of Domain Adaptation and Data Bias on Deep Representations11 Jul 2023