JACKIE ABBAZIO

1
Face Recognition Systems

• TEAM-1
• JACKIE ABBAZIO
• SASHA PEREZ
• DENISE SILVA
• ROBERT TESORIERO

2
Overview Face Biometrics

• Facial recognition through the use of computer
  analysis of facial structure.
• Software measures a number of points of facial
  characteristics such as eyes, nose, mouth, angles
  of key features, and lengths of various portions.
• Collected data is used to create a template
  through a mathematical algorithm
  (Neural-Networks, Eigenface) and the file is
  stored within the database.
• File is compared to other files within the
  database in search of an identity match.

3
Face Biometrics Continued

• Face biometric systems employee the capturing of
  facial pattern characteristics through the use of
  still photography or video clips.
• Pattern recognition software relies on
• Data collection raw data
• Feature extraction eyes, nose, mouth, etc
• Classification class the object is placed into
  (male or female, skin tone, etc)

4
FAR FRR

• FAR ( False Acceptance Rating) the false
  acceptance rating is the probability that the
  software will incorrectly declare a successful
  match between the input data against the
  database.
• FRR (False Rejection Rating) the false
  rejection rating is the probability that the
  software will declare a failure to match the
  input data against the database.

5
Face Biometric Systems Project

• The face biometric systems project involved the
  research and testing of various facial biometric
  softwares based on criteria set by the clients.
• Two face biometric softwares were chosen and
  tested (Luxand FaceSDK VeriLook).

6
Software Comparison Table
7
Luxands FaceSDK 1.7

• After extensive testing and researching the Face
  Biometric Systems, we recommend purchasing
• Luxands FaceSDK 1.7 software. It has the
  following strengths
• Easy to use
• Ability to enroll all images
• Matches work best at FAR of 50, but produces
  matches at FAR of 10.
• Works best for aging
• Free demo version used

8
Luxand FaceSDK Example

• Enrolled into class database

• This 1979 image matched with 2007 image
• 2008 image with 51 similarity

9
Luxand FaceSDK Similarity Matrix
10
VeriLook 3.2

• Designed for biometric system developers and
  integrators.
• Allows for easy integration and rapid development
  of biometric applications using functionality.
• Can perform simultaneous multiple face detections
  with the ability to process 100,000 faces per
  second and it recommends the minimum image size
  to be 640x480 pixels .

11
VeriLook Test Result

• Software works best with high resolution photos.
• False Acceptance Rating set for 100
• All images matched 100 against the same image in
  the database. The score of 180 is interpreted as
  an exact match.
• Free demo version used

12
VeriLook Aging Result

• The results show that the photo from 1969 matched
  a photo from 2008 with a similarity score of 18
  or 10.
• This result is comparable with the FaceSDK age
  identification test, where the same image from
  1969 matched the same photo from 2008 with a
  61.9 similarity rate.

13
Software Comparison TestLuxand FaceSDK -
VeriLook

• Tests were run using both Luxand FaceSDK 1.7 and
  VeriLook using the four photos seen here.
• Similarity ratings varied from one software to
  the other.
• Luxand FaceSDK results provided more results
  based on Similarity Rating than VeriLook .

14
Luxand VeriLook Comparison

• FaceSDK Identification and Authentication Results

• VeriLook Identification and Authentication
  Results

15
Conclusion

• Luxand FaceSDK 1.7
• works very well in identifying face similarity
  among people in a group
• worked relatively well matching an image of the
  subject as a child
• VeriLook 3.2
• had more limitations than FaceSDK, it only
  accepted high-res images.
• results for the similarity test were lower than
  the FaceSDK software
• PDA Security
• none of the software tested was suitable for PDA
  security use
• Further Work
• we recommend further work using 3-D face
  biometrics software and scanners to find optimal
  solution for PDA security