mlsanityData to 7 Oct 2026

Recent Advancement in 3D Biometrics using Monocular Camera

arXiv 2401.02646 ↗First posted 5 Jan 2024cs.CVcited by 1

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Abstract (arXiv)

Recent literature has witnessed significant interest towards 3D biometrics employing monocular vision for robust authentication methods. Motivated by this, in this work we seek to provide insight on recent development in the area of 3D biometrics employing monocular vision. We present the similarity and dissimilarity of 3D monocular biometrics and classical biometrics, listing the strengths and challenges. Further, we provide an overview of recent techniques in 3D biometrics with monocular vision, as well as application systems adopted by the industry. Finally, we discuss open research problems in this area of research

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 38 of its 151 references that are in the map. First posted on arXiv 5 Jan 2024.

Builds on

38 of 151 references.

References · 38

  1. 2018A Style-Based Generator Architecture for Generative Adversarial Networkscited by 5,986
  2. 2014Deep Learning Face Attributes in the Wildcited by 3,679
  3. 2016Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,061
  4. 2017How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)cited by 524
  5. 2017Learning from Synthetic Humanscited by 358
  6. 2020Towards Fast, Accurate and Stable 3D Dense Face Alignmentcited by 219
  7. 2019Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervisioncited by 176
  8. 2020Searching Central Difference Convolutional Networks for Face Anti-Spoofingcited by 173
  9. 2018Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervisioncited by 167
  10. 2018Face Alignment in Full Pose Range: A 3D Total Solutioncited by 147
  11. 2020Defocus Deblurring Using Dual-Pixel Datacited by 138
  12. 2022Reconstructing Personalized Semantic Facial NeRF Models From Monocular Videocited by 128
26 more
  1. 2021FENeRF: Face Editing in Neural Radiance Fieldscited by 112
  2. 2020Demographic Bias in Biometrics: A Survey on an Emerging Challengecited by 93
  3. 2019Deep Tree Learning for Zero-shot Face Anti-Spoofingcited by 73
  4. 2020Face Morphing Attack Generation & Detection: A Comprehensive Surveycited by 63
  5. 2022Expanding Accurate Person Recognition to New Altitudes and Ranges: The BRIAR Datasetcited by 61
  6. 2021Deep Gait Recognition: A Surveycited by 54
  7. 2023LatentAvatar: Learning Latent Expression Code for Expressive Neural Head Avatarcited by 50
  8. 2022Disentangled3D: Learning a 3D Generative Model with Disentangled Geometry and Appearance from Monocular Imagescited by 39
  9. 2020GazeBase: A Large-Scale, Multi-Stimulus, Longitudinal Eye Movement Datasetcited by 20
  10. 2016POSEidon: Face-from-Depth for Driver Pose Estimationcited by 16
  11. 2019Robust Morph-Detection at Automated Border Control Gate using Deep Decomposed 3D Shape and Diffuse Reflectancecited by 15
  12. 2021Biometrics in the Era of COVID-19: Challenges and Opportunitiescited by 11
  13. 2021Eye Know You: Metric Learning for End-to-end Biometric Authentication Using Eye Movements from a Longitudinal Datasetcited by 11
  14. 2021Introduction to Presentation Attack Detection in Face Biometrics and Recent Advancescited by 11
  15. 2021Facial Depth and Normal Estimation using Single Dual-Pixel Cameracited by 11
  16. 2022Monocular 3D Fingerprint Reconstruction and Unwarpingcited by 11
  17. 2023Presentation Attack Detection with Advanced CNN Models for Noncontact-based Fingerprint Systemscited by 10
  18. 2022Towards 3D Face Reconstruction in Perspective Projection: Estimating 6DoF Face Pose from Monocular Imagecited by 9
  19. 2022Learning Detailed Radiance Manifolds for High-Fidelity and 3D-Consistent Portrait Synthesis from Monocular Imagecited by 7
  20. 2019Deep Distributional Sequence Embeddings Based on a Wasserstein Losscited by 6
  21. 2022Beyond 3DMM: Learning to Capture High-fidelity 3D Face Shapecited by 5
  22. 2022DepthFake: a depth-based strategy for detecting Deepfake videoscited by 5
  23. 2019Trait of Gait: A Survey on Gait Biometricscited by 4
  24. 2020Eye Movements Biometrics: A Bibliometric Analysis from 2004 to 2019cited by 4
  25. 2022Finger-NestNet: Interpretable Fingerphoto Verification on Smartphone using Deep Nested Residual Networkcited by 3
  26. 2022Unsupervised Single-shot Depth Estimation using Perceptual Reconstructioncited by 2

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Citing papers per year: 2024: 1.

1 paper.

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