Some Research Problems in Biometrics: The Future Beckons
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Abstract (arXiv)
The need for reliably determining the identity of a person is critical in a number of different domains ranging from personal smartphones to border security; from autonomous vehicles to e-voting; from tracking child vaccinations to preventing human trafficking; from crime scene investigation to personalization of customer service. Biometrics, which entails the use of biological attributes such as face, fingerprints and voice for recognizing a person, is being increasingly used in several such applications. While biometric technology has made rapid strides over the past decade, there are several fundamental issues that are yet to be satisfactorily resolved. In this article, we will discuss some of these issues and enumerate some of the exciting challenges in this field.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 May 2019.
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Citing papers per year: 2021: 3; 2022: 2; 2023: 1; 2024: 2; 2025: 3; 2026: 2.
13 papers.
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- 2021Biometrics: Trust, but Verifycited by 39
- 2023FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitudecited by 27
- 2024Open-Set Biometrics: Beyond Good Closed-Set Modelscited by 12
- 2022Periocular Biometrics and its Relevance to Partially Masked Faces: A Surveycited by 9
- 2025Review of Demographic Fairness in Face Recognitioncited by 7
- 2024Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysiscited by 5
- 2026LocalScore: Local Density-Aware Similarity Scoring for Biometricscited by 3
- 2021There is an elephant in the room: Towards a critique on the use of fairness in biometricscited by 2
- 2025A Comprehensive Re-Evaluation of Biometric Modality Properties in the Modern Eracited by 2
- 2021How Unique Is a Face: An Investigative Studycited by 1
- 2022Can GAN-induced Attribute Manipulations Impact Face Recognition?cited by 1
- 2025Demographic Variability in Face Image Quality Measurescited by 0
- 2026Detecting Clear Contact Lenses for Iris Recognition: A Two-Stage Mask-Guided Attention Approach10 Aug 2026
- 2026LocalScore: Local Density-Aware Similarity Scoring for Biometrics1 Feb 2026
- 2025A Comprehensive Re-Evaluation of Biometric Modality Properties in the Modern Era19 Aug 2025
- 2025Review of Demographic Fairness in Face Recognition4 Feb 2025
- 2025Demographic Variability in Face Image Quality Measures14 Jan 2025
- 2024Open-Set Biometrics: Beyond Good Closed-Set Models23 Jul 2024
- 2024Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysis26 Apr 2024
- 2023FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitude29 Jun 2023
- 2022Can GAN-induced Attribute Manipulations Impact Face Recognition?7 Sep 2022
- 2022Periocular Biometrics and its Relevance to Partially Masked Faces: A Survey29 Mar 2022
- 2021There is an elephant in the room: Towards a critique on the use of fairness in biometrics16 Dec 2021
- 2021Biometrics: Trust, but Verify14 May 2021
1 more
- 2021How Unique Is a Face: An Investigative Study9 Feb 2021
- 2021Biometrics: Trust, but Verifycited by 39
- 2023FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitudecited by 27
- 2024Open-Set Biometrics: Beyond Good Closed-Set Modelscited by 12
- 2022Periocular Biometrics and its Relevance to Partially Masked Faces: A Surveycited by 9
- 2025Review of Demographic Fairness in Face Recognitioncited by 7
- 2024Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysiscited by 5
- 2026LocalScore: Local Density-Aware Similarity Scoring for Biometricscited by 3
- 2021There is an elephant in the room: Towards a critique on the use of fairness in biometricscited by 2
- 2025A Comprehensive Re-Evaluation of Biometric Modality Properties in the Modern Eracited by 2
- 2021How Unique Is a Face: An Investigative Studycited by 1
- 2022Can GAN-induced Attribute Manipulations Impact Face Recognition?cited by 1
- 2025Demographic Variability in Face Image Quality Measurescited by 0
12 most cited of 13 All 13 (JSON)
- 2026Detecting Clear Contact Lenses for Iris Recognition: A Two-Stage Mask-Guided Attention Approach10 Aug 2026
- 2026LocalScore: Local Density-Aware Similarity Scoring for Biometrics1 Feb 2026
- 2025A Comprehensive Re-Evaluation of Biometric Modality Properties in the Modern Era19 Aug 2025
- 2025Review of Demographic Fairness in Face Recognition4 Feb 2025
- 2025Demographic Variability in Face Image Quality Measures14 Jan 2025
- 2024Open-Set Biometrics: Beyond Good Closed-Set Models23 Jul 2024
- 2024Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysis26 Apr 2024
- 2023FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitude29 Jun 2023
- 2022Can GAN-induced Attribute Manipulations Impact Face Recognition?7 Sep 2022
- 2022Periocular Biometrics and its Relevance to Partially Masked Faces: A Survey29 Mar 2022
- 2021There is an elephant in the room: Towards a critique on the use of fairness in biometrics16 Dec 2021
- 2021Biometrics: Trust, but Verify14 May 2021
12 newest of 13 All 13 (JSON)