an overview of biometrics - seidenberg school...
TRANSCRIPT
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An Overview of Biometrics
Dr. Charles C. Tappert
Seidenberg School of CSIS, Pace University
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What are Biometrics?
Biometrics refers to identification of humans by their characteristics or traits Physical traits
Fingerprint, Face, Iris Behavioral traits
Signature/handwriting, Voice Keyboard and mouse input
Websites and videos http://www.biometrics.gov/ Biometric Security
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Technologies Used in Biometrics
Pattern Recognition Machine Learning Artificial Intelligence Data Mining
Beer and Diapers Target Figured Out A Teen Girl Was Pregnant
Before Her Father Did
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Pattern RecognitionWhat is pattern recognition?
The act of taking in raw data and taking an action based on the “category” of the pattern
We gain an understanding and appreciation for pattern recognition in the real world – visual scenes, noises, etc. Human senses: sight, hearing, taste, smell, touch
Recognition not an exact match like a password
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Pattern RecognitionAn Introductory Example
“Sorting incoming Fish on a conveyor according to species using optical sensing”
Sea bassSpecies
Salmon
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Set up a camera and take some sample images to extract features Length Lightness Width Number and shape of fins Position of the mouth, etc…
Pattern RecognitionProblem Analysis
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Preprocessing Segment (isolate) fishes from one another and
from the background
Feature Extraction Reduce the data by measuring certain features
Classification Divide the feature space into decision regions
Pattern RecognitionPattern Classification System
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Initially use the length of the fish as a possible feature for discrimination
Pattern RecognitionClassification
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The length is a poor feature alone!
Select the lightness as a possible feature
Pattern RecognitionFeature Selection
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Adopt the lightness and add the width of the fish to the feature vector
Fish xT = [x1, x2]
Lightness Width
Pattern RecognitionFeature Vector
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Pattern RecognitionStraight line decision boundary
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Pattern Recognition Stages
Sensing Use of a transducer (camera or microphone) PR system depends on the bandwidth, the
resolution sensitivity distortion of the transducer What A Drone Can See From 17,000 Feet
Preprocessing Segmentation and grouping - patterns should be
well separated and not overlap
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Feature extraction Discriminative features Ideally invariant wrt translation, rotation, scale
Classification Use the feature vector provided by a feature
extractor to assign the object to a category
Post Processing Exploit context-dependent information to
improve performance
Pattern Recognition Stages (cont)
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The following sentence has many spelling errors. Right click on a word to get suggested correct spelling choices.
We cant allign teh wonds corektly in htis sentance. On right clicking, most of correct spellings of the
words are listed as first choice. Now, type the sentence above with the spelling
errors into Microsoft Word. Many of the misspelled words are almost
instantaneously auto-corrected.
Pattern RecognitionPost Processing – for example, OCR
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Michigan State University Secret Lock
Back to Biometrics
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Biometrics Information Sources
The images and material contained here are from:
Guide to BiometricsBolle, Connell, Pankanti, Ratha, and Senior, Springer 2004
and our conference/journal/book publications
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What is Biometrics?
Definition from Bolle, et al. – the science of identifying, or verifying the identity of, a person based on physiological or behavioral characteristics
Note: biometric systems employ pattern recognition (machine learning) technology
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Traditional Modes of Person Authentication
Possessions – what you have Keys, passports, smartcards, etc.
Knowledge – what you know Secret information: passwords, etc.
Biometrics – what you are/do Characteristics of the human body and
human actions that differentiate people from each other
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Authentication Methods:Examples and Properties
most widely used
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Most Common & Other Biometrics
Most Common Other Biometrics
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Universality every person has the biometric characteristic
Uniqueness no two persons have the same biometric characteristic
Permanence biometric characteristic invariant over time
Collectability measurable with a sensing device
Acceptability user population and public in general should have no strong
objections to measuring/collecting the biometric
Attributes Necessary to Make a Biometric Practical
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System performance (accuracy)
Computational speed (DNA slow)
Exception handling (difficult to predict)
System cost (high for DNA)
Security (can system be compromised?)
Privacy (data confidentiality)
System Performance and Design Issues
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Identification versus Verification
Identification1-of-n
Verificationaccept/reject
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Identification versus Verification
Identification1-of-n
Verificationaccept/reject
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Acquisition Single 2D image Video sequence 3D image via stereo imaging, etc.
Michigan State University – Anil Jain http://biometrics.cse.msu.edu/Presentations/A
nilJain_FaceRecognition_KU10.pdf
Face Biometric
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Acquisition Inked finger impressions, scanners, etc.
Problem – elastic distortion Features
Fingerprint Biometric
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Acquisition Offline (static information) – scanned images Online (static and dynamic info) – digitizers
Categories of forger sophistication Zero-effort, home-improved, over-the-shoulder,
professional
Signature Biometric
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Acquisition Microphone – inexpensive, ubiquitous
Features from segmented “My name is”
Speech Biometric – Voiceprint
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Basic Authentication System Matching Errors
True negative(True Reject)
False negative(False Reject, Miss)
b
False positive(False Accept, False Alarm)
True positive(True Accept, Hit)
w
bw
Pred
icte
d
Actual
FAR
FRR
w = within class (same person), b = between class (different people)
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0 5 10 15 20 25 300
0.05
0.1
0.15
0.2withinbetween
FRRFAR
taccept reject
FAR = False Accept Rate, FRR = False Reject Rate
Basic Authentication System Matching Errors
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Receiver Operating Characteristic (ROC) Curve
Low Security/High Convenience (liberal) can be too open
Low Convenience/High Security (conservative) can be too restrictive
FAR = False Accept Rate Requires imposter testing
FRR = False Reject Rate EER = Equal Error Rate
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Biometric System Evaluation Types
Technical Evaluation Simulation tests – usual for academic studies
Scenario Evaluation Testing facility that simulates the actual
installation
Operational Evaluation Actual installation testing – most realistic
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Typical Error Rates
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Biometric Zoo
Sheep Dominant group, systems perform well for them
Goats Weak distinctive traits, produce many False Rejects
Lambs Easy to imitate, cause “passive” False Accepts
Wolves Good at imitating, cause “active” False Accepts
Chameleons Easy to imitate and good at imitating others
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Fingerprint Verification
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Each person has a unique face?
Face Recognition
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?Query
Face DB
Face Recognition: System
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Inspirational Portrait of Individuality
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Face Recognition: National Security
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Man
Woman
Train
Test
Train
Test
Left Right
Iris Authentication: Data
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Biometric Authentication
A robot identifies a suspect, from the movie “Minority Report.”
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Speaker Individuality: “My name is …”
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Biomouse Fingerprint scanner
DigitalCamera
LCD Pentablet
Microphone
Multi-modality Biometric Authentication
Embeded & Hybrid User Verification system
System that requires user verification
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Keystroke Biometrics
Based on idea that generated patterns are unique to individuals and difficult to duplicate
Appeal of keystroke over other biometrics Not intrusive, inexpensive, continual user verification
The keystroke biometric is one of the less-studied behavioral biometrics
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Earlier Keystroke Biometric Studies
Most external studies have been on short input of a few seconds Commercial products on hardening passwords
Most Pace University studies have been on long text input of several minutes
This study is unique: soft touch-screen keyboards capture more info than mechanical keyboards Location region of press on individual keys
Area of finger press on individual keys
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Importance of Keystroke & Mouse BiometricsContinual Authentication of Computer Users
U.S. DoD wants to continually authenticate all government computer users, both military and non-military DARPA Active Authentication Phase 1
2010 and 2012 – authenticate on desktops/laptops
Requirement – detect intruder within minutes
DARPA Active Authentication Phase 2
2013 and 2015 – authenticate on mobile devices
Requirement – detect intruder within fraction of minute
Authentication of students taking online tests U.S. Higher Education Opportunity Act of 2008
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Possible Broader Intrusion Detection Plan Multi-biometric System
Motor control level – keystroke + mouse movement Linguistic level – stylometry (char, word, syntax) Semantic level – target likely intruder commands
Intruder
Keystroke + Mouse
Stylometry
Motor ControlLevel
LinguisticLevel
SemanticLevel
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Verizon Funding – 2015 Reduce UID/Password Dependency
Most people have many UID/Passwords for access Bank accounts, smartphone/computer, social websites, etc.
Location Near Field Communication (NFC)
Near-field communication uses electromagnetic induction between two loop antennas located within each other's near field
Geofencing Uses the global positioning system (GPS) or radio frequency identification (RFID) to
define geographical boundaries
Biometrics Explore the use of several biometrics for use in this problem area
![Page 52: An Overview of Biometrics - SEIDENBERG SCHOOL …csis.pace.edu/~lchen/pcap15/2015march-Biometrics.pdfTechnologies Used in Biometrics Pattern Recognition ... System Performance and](https://reader031.vdocuments.us/reader031/viewer/2022022501/5aa5d7d17f8b9a7c1a8df4f8/html5/thumbnails/52.jpg)
DNA Generated Face
New York Times science section article Building a Face, and Case, on DNA – March 2015
http://www.nytimes.com/2015/02/24/science/dna-generated-faces.html?_r=0