biomertics
TRANSCRIPT
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BIOMERTICS
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Why the Interest in Biometrics? Convenient
Passwords are not user-friendly
Perceived as more secureMay actually be more secure
May be useful as a deterrent
Passive identification
The increasing mobility of the workforcemeans you can't be sure who's really at theother end of the network link. It's clear thatsimple user ID and password logons are nolonger sufficient.
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HISTORY
This process dates back to 1882,
Frenchman Alphonse Bertillion proposed a
forensic system of identifying people basedon the size of their bodies, heads and limbs.
fingerprint analysis (dactyloscopy) wasdescribed in the late 1800s by Sir Francis
Galton and Sir Edward Henry.
Adopted by Scotland Yard in 1901
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WHAT IS BIOMETRICS ??? Biometrics is the identification orverification
of human identity through the measurement of
repeatable physiological and behavioralcharacteristics
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Uses of Biometrics Simple:
VerificationIs this who he claims to be?
Identificationwho is this? Advanced:
Detecting multiple identities
Patrolling public spaces
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Modality Categorizations
Physical vs. Behavioral
Interactive vs. Passive Overt vs. Covert
Close up vs. Distant
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FACE
FINGERPRINT
HAND
IRIS
DNA
KEYSTROKE
SIGNATURE
VOICE
BIOMETRICS
PHYSIOLOGICAL BEHAVIORAL
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Basic characteristics Universality: Every person should have the characteristic.
Uniqueness: No two people have identical characteristics. Exception- identicaltwins
Permanence: The characteristics should not vary with time. A person's face, forexample, may change with age.
Collectibility: The characteristics must be easily collectible and measurable.
Performance: The method must deliver accurate results under varied
environmental circumstances.
Acceptability: The general public must accept the sample collection routines.Non intrusive methods are more acceptable.
Circumvention: The technology should be difficult to deceive.
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Capture Process Extract
Capture Process Extract Compare Adapt
Match / No match
DB
Enroll
Verify
Biometric devices consist of a reader orscanning device software that converts the
gathered information into digital form, and adatabase that stores the biometric data withcomparison with existing records.
PROCESS
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Modes Enrollment Mode:
A sample of the biometric trait is captured,processed by a computer, and stored for latercomparison.
Verification Mode:
In this mode biometric system authenticates apersons claimed identity from their previously
enrolled pattern.
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Enrollment
Enrollment is a critical process in a biometric
system.
The basis of biometrics:
a biometric sample linked to a known person
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Enrollment(continued)Capture
Obtaining the biometric sample:
Scanning a finger. Taking a picture of an iris
Taking a picture of a fingerprint left at
the scene of a crime.
Recording someone talking Etc.
Also referred to as Acquire
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Enrollment(continued)Process
Some reasons for pre-processing:
Sub-optimal lighting conditions.Eyelashes covering iris.
Dirty or dry fingers.
Person isnt looking straight ahead.Contact lenses causing glare.
Many faces in one photo.
Background noise in a recording.
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Enrollment(continued)Extract
Obtain properties of the sample that are suitable
for computer storage and comparison.
The result is referred to as a template.
The form and size of a template is dependent onthe modality and the approach being used.
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VerificationCompare
A biometric system can be thought of as acomplex pattern recognition machine.
Automating this step accurately is very difficultnever an exact match.
The method of comparison is biometric-dependent.
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For fingerprint Recognition look at:
Friction ridges.
Core.
Crossover.
Delta.
Island.
Ridge Ending.
Pore.
Fingerprint Recognition
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LOOP, ARCH AND WHORL
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Minutiae Uses ridge endings ,bifurcations on a persons finger toplot points know as Minutiae.
The number and locations of the minutiae vary from finger
to finger in any particular person, and from person toperson for any particular finger.
Finger Image Finger Image + Minutiae Minutiae
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Face RecognitionIt involves recognizing people by there:
Facial features.
Face geometry.
Principle:
Analysis of unique shape, pattern and positioning of facialfeatures.
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Face Recognition(continued) It is mainly software-driven
and, therefore relatively cheap
and can operate on any sort oflive digital image.
It's even being used by UKpolice to scan live surveillancefeeds for wanted persons.
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Iris RecognitionIris:
It is the coloured area of the eye
that surrounds the pupil.
It is a protected internal organwhose random texture is stable
throughout life.
The iris patterns are obtainedthrough a video-based imageacquisition system .
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Iris Recognition(continued) Users just position their eye a few centimetres
in front of the device and a pulse of light does
all the measuring instantly.
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DNA IDENTIFICATION
RFLP - Restriction FragmentLength Polymorphism
Widely accepted for crimescenes
Twin problem
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Voice Recognition Voice recognition is not the same as speech
recognition, it is speaker recognition.
Considered both physiological and behavioral.
Popular and low-cost, but less accurate andsometimes lengthy enrollment.
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Signature Verification Static/Off-line: the conventional way.
Dynamic/On-line: using electronicallyinstrumented device.Principle:
The movement of the pen during the signingprocess rather than the static image of thesignature. Many aspects of the signature in motioncan be studied, such as pen pressure, the sound the
pen makes.
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Comparison output:
Yes / No, On / Off,
Match / No-match
Results: Green light / Red light
Unlock door / Keep door locked
Login / Keep out
Consequence of a Match
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Potential Matching ErrorsFalse Reject
Also known as False Non-Match
Also known as Type I ErrorImportant measure: FRR
False Accept
Also known as False Match
Also known as Type II Error
Important measure: FAR
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Potential Matching Errors(continued) false accept rate or false match rate (FAR or FMR)
the probability that the system incorrectly matches theinput pattern to a non-matching template in the database.
It measures the percent of invalid inputs which areincorrectly accepted.
false reject rate or false non-match rate (FRR or
FNMR)the probability that the system fails to detect amatch between the input pattern and a matching templatein the database. It measures the percent of valid inputs
which are incorrectly rejected.
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The possible outcomes
Genuine Accept
False Accept Genuine Reject
False Reject
Which is the worst outcome and why ???
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workingHow can computers do the equivalent
comparison for complex patterns?
The rough answer: statistics
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ExampleAssume the following are two templates
(enrolled and claimant).
Enrolled biometric 11100101100110110010110101011010
Claimant 11000111100110010001100101011011
Comparison Result 00100010000000100011010000000001
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Continued In the previous example, if two templates of the
same person are compared we can say that thegenuine score is 7.
If two templates of different people are compared
we can say the imposter score is 7.
To restate: is 7 a score that should be considered a
match?
H d d id h h h
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How do we decide whether the
previous templates are a match?
There is typically a value referred to as a threshold
value above/below which it is considered a match.
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The Relationships
Threshold and FAR and FRR are dependent
values. If an algorithm threshold is changed so that the
FAR goes down, then the FRR will most likely go
up. There is no perfect biometric that has a 0% FAR
and 0% FRR.
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relative operating characteristic(ROC)
Threshold
Score
Comparison
Imposter Genuine
ROC plot is a visual characterization of the trade-off between the FAR and the FRR.
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Advantages Biometric identification can provide extremely
accurate, secured access to information;fingerprints, retinal and iris scans produce
absolutely unique data sets when done properly. Current methods like password verification have
many problems (people write them down, they
forget them, they make up easy-to-hack passwords) Automated biometric identification can be done
very rapidly and uniformly, with a minimum of
training .
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Disadvantages The finger print of those people working in Chemical
industries are often affected. Therefore these companiesshould not use the finger print mode of authentication.
Data obtained during biometric enrollment could be usedin ways the enrolled individual does not consent to.
When thieves cannot get access to secure properties, thereis a chance that the thieves will stalk and assault theproperty owner to gain access.
Biometrics is an expensive security solution.
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solution to previous
problem One advantage of passwords over biometrics is
that they can be re-issued. If a token or a password is lost or stolen, it can be
cancelled and replaced by a newer version. This isnot naturally available in biometrics. If someonesface is compromised from a database, they cannotcancel or reissue it.
Cancelable biometrics is a way in which toincorporate protection and the replacementfeatures into biometrics.
It was first proposed by Ratha et al.
The first fingerprint based cancelable biometric
system was designed and developed by Tulyakov.
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Biometric application Biometric Time Clocks -Which are being
increasingly used in various organisations tocontrol employee timekeeping.
Biometric safes and biometric locks- Providessecurity to the homeowners.
Biometric access control systems Providingstrong security at entrances. Biometric systems arealso developed for securing access to pc's andproviding single logon facilities.
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Biometricapplication(continued) Wireless biometrics for high end security and
providing safer transactions from wireless deviceslike PDA's, etc.
Identifying DNA Patterns of biometricstechnology in identifying DNA patterns foridentifying criminals, etc.
Biometrics airport security devices are alsodeployed at some of the world's famous airports toenhance the security standards.
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conclusionAs the technology becomes pervasive, users willquickly become used to it and will most
likely appreciate its benefits one of which isthat they no longer need to remember variouspasswords.
As secure, biometric-enabled data storage and
access tracking become the rule of the day,companies will be able to expand coverage of thetechnology to their business partners.This helps tofacilitate e-business
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