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Indexing of Fingerprints for efficient retrieval

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Indexing of Fingerprints for efficient retrieval Roshith Rajagopal & Prathap Adusumilli CLASSIFICATION: Loop, whorl, arch, tented arc Classification insufficient 31.7 ... – PowerPoint PPT presentation

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Title: Indexing of Fingerprints for efficient retrieval


1
Indexing of Fingerprints for efficient retrieval
  • Roshith Rajagopal
  • Prathap Adusumilli

2
CLASSIFICATION
  • Loop, whorl, arch, tented arc
  • Classification insufficient
  • 31.7 R, 33.8 L, 27.9 W,
  • 3.7 arch, 2.9 TA
  • Hence indexing
  • 2Bir Bhanu

3
Past Work
  • Continuous Classification Approach 1
  • Indexing based Minutiae Triplets 2
  • 1 A. Lumini, D. Maio and D. Maltoni _at_
    University of Bolonga.
  • 2 Fingerprint Indexing on features of Minutiae
    Triplets

4
Continuous classification
  • Performed at University of Bolonga
  • Uses KL transfrom
  • Fingerprint stored as a numerical vector
  • The vectors are computed by reducing the
    dimensionality of the fingerprint directional
    images through the Karhunen-Loève transform

5
Triplet based Minutiae Method
  • Uses triplets of minutiae points
  • Generates triangles of minutiae points
  • H(?min, ?max, ?,?,?,?)
  • max and min angles of triangle formed
  • ? triangle handedness (1 or -1)
  • Type of minutiae Endpoint or bifurcation(1 or
    0)
  • Minutiae Ridge ending?
  • ? Length of max side
  • Outputs Top N hypothesis

6
Indexing method based on Matching scores
  • Matching scores between each pair of fingerprints
    in the database is maintained
  • From Maeda, Matsushita and Sasakawa (2001)
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