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CvgTalk-Lulu-Periocular Recognition

冀崇凛
2023-12-01
  • Iris region is small, esp. from distance
  • combine periocular region to increase detection region

Current status

  • mostly use ideal faces and iris images
    • frontal face
    • high res. eye region image
  • issues
    • only 2D

Proposed method

  • 3D shape
  • 2D LBP
    • to obtain 2D periocular region, first register 2D with 3D shape using facial landmark
    • 3D shape matching, ICP
    • distance matching score between probed periocular 3D point cloud and that from gallery
  • fusion of 3D and 2D

Experiment

  • Bosphorus DB
  • 3D face dataset
  • 105 subject
  • 4,666 face scans

Results

  • 3D > 20% better than 2D texture
  • Intra-class variations
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