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Feature-Extraction--Age-Invariant-Face-Recognition

This assignment was completed for the fulfillment of the Deep Learning Course [ CS F425 ] offered by BITS Pilani, Pilani Campus under the guidance of Prof. Kamlesh Tiwari ( www.ktiwari.in )

Objective

To develop a system that can reliably match images of a person taken at two different ages.

Part-1 [Data Annotation]

Data Collection

  • Total images collected = 864
  • Actors/Actress List
  1. Asha Parekh
    a. Jab pyar kissi se hota hai-18
    b. Teesri Manzil-23
    c. Caravan-29
    d. Adha din adhi raat -35
    e. Professor ki padosan-51
    f. Lachu maharaj puruskar-66

  2. Brad Pitt
    a. Across the street-25
    b. By the sea-52
    c. Fight club-36
    d. Kalifornia-30
    e. The lost city-59
    f. Troy-41

  3. Christian Bale
    a. Empire of the sun-13
    b. Swing kids-19
    c. All the little animals-24
    d. The machinist-30
    e. The dark knight rises-35

  4. Vinod Khanna
    a. Memsaab-25
    b. Qurbani-34
    c. Jurm-44
    d. Hulchal-49
    e. Pehchaan-59
    f. Ramaiya vastavaiya-67

Part-2 [ System Development ]

SIFT using Open cv2 library)

sift_result

ORB ( using OPEN cv2 module )

orb_result

Genuine-Imposter Histogram

histogram

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