biometrics introduction · 3. voice recognition (p. polak) voice recognition is not the same as...
TRANSCRIPT
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Department of Cybernetics, Czech Technical University
BiometricsIntroduction
Daniel Novák(+Eduard Bakštein)
24.9. 2013, Prague
Acknowledgments: Chang Jia, Andrzej
Drygajlo
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Department of Cybernetics, Czech Technical University
Outline
1. About the course
– course logistics, contacts, syllabus, conditions
2. Biometrics: general introduction
– Short history, what is biometrics
3. Basic statistical concepts in biometrics
– Hypothesis testing, Type I and II error, FAR, FRR
4. Overview of biometric techniques
– Fingerprint, signature, iris, face, pace…
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Department of Cybernetics, Czech Technical University
1 – ABOUT THE COURSE
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Department of Cybernetics, Czech Technical University
Podmínky předmětu
Garant předmětu: Daniel Novák, místnost E116, [email protected]
Stránky předmětu
– https://cw.felk.cvut.cz/doku.php/courses/a6m33bio/start
– 3. laboratorní úlohy – každá za 20 bodů, celkem 60 bodů
– Klasifikovaný zápočet – 20 otázek, každá za 2 body (celkem 40)
Podmínky předmětu
– https://cw.felk.cvut.cz/doku.php/courses/a6m33bio/podminky
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Department of Cybernetics, Czech Technical University
Program přednášek
1. Úvod
2.-3. Dynamický podpis v biometrii – Jakub Schneider
4.-5. Duhovka (iris) – Eduard Bakštein
6.-7. Otisk prstu
8.-9. Tváře – Vojtěch Franc
10.-11. Řeč – Petr Pollák
12. Klasifikace a indexování v biometrických systémech
13. Závěrečný test, udělení klas. zápočtu
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Department of Cybernetics, Czech Technical University
Program cvičení
Členění do 3 bloků (+ úvod)
3 úlohy: práce na cvičení, popř. doma dokončit
1. Matlab intro, statistika
2. Statistika - dokončení
3.-5. Dynamický podpis – Jakub Schneider
7.-10. Duhovka – Eduard Bakštein
11.-13. Otisk prstu – Jakub Schneider
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Department of Cybernetics, Czech Technical University
Facebook, Twitter, Web
Prispivejte zejmena vy!!!!
Facebook (zalikujte, pokud se vam predmet bude libit:)
– http://www.facebook.com/biometrieCVUT
– http://www.facebook.com/biometrieCVUT
Webove stranky
– http://www.predmet-biometrie.cz/
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Department of Cybernetics, Czech Technical University
2 - BIOMETRICS: GENERALINTRODUCTION
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Department of Cybernetics, Czech Technical University
Biometrics: what for?
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Department of Cybernetics, Czech Technical University
Alternative introduction
Dobrodužství kriminalistiky na csfd
Dobrodužství kriminalistiky na CT
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Department of Cybernetics, Czech Technical University
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Department of Cybernetics, Czech Technical University
Trend: revenue of the field
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Department of Cybernetics, Czech Technical University
Market Share
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Department of Cybernetics, Czech Technical University
ePassport – Biometric passport
Necessary condition for travel to USA+ESTA. In ČR since 2006, since April 2009 - 2 fingerprints includedhttp://czech.prague.usembassy.gov/biometricky_pas.htmlhttp://www.youtube.com/watch?v=ptb_nxCpgYQ
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Department of Cybernetics, Czech Technical University
Today: eBorders in the United Arab Emirates (UAE)
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Department of Cybernetics, Czech Technical University
Stolen identity
Article in NY times and Telegraph, Hamas was responsible
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Department of Cybernetics, Czech Technical University
Another stolen identity
HW – Unknown watch and rate at CSFD (71%)
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Department of Cybernetics, Czech Technical University
What is Biometrics?
The term "biometrics" is derived from the Greek words bio (life) and metric (to measure)
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Department of Cybernetics, Czech Technical University
History of biometrics
•Well-done summary:http://www.biometrics.gov/documents/biohistory.pdf•Oldest paintings in Chauvetcave, palm prints: I paintedit! (documentary by Herzog)
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Department of Cybernetics, Czech Technical University
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Department of Cybernetics, Czech Technical University
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Department of Cybernetics, Czech Technical University
Three basic means
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Department of Cybernetics, Czech Technical University
Generic Biometric System
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Department of Cybernetics, Czech Technical University
Pattern Recognition System
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Department of Cybernetics, Czech Technical University
Person recognition
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Department of Cybernetics, Czech Technical University
Identification
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Department of Cybernetics, Czech Technical University
Enrollment
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Department of Cybernetics, Czech Technical University
Some statistics of Mobile devices
Nice example – Motorola Atrix 4G using swipe fingerprint AuthenTecsensorCompany was bought by Apple in July 2012 for 356$ mil (8$ for share – cutrent value: 5$)
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Department of Cybernetics, Czech Technical University
Mobile phone apps
HW: try out and paste to fb or twitter
BioLock, youtube video:
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Department of Cybernetics, Czech Technical University
Mobile biometrics: future development?
Iphone 5s (release 09/2013) has fingerprint sensor for authentication
First mainstream smartphone with hw biometric sensor
Massive spread of biometric identification in mobile devices?
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Department of Cybernetics, Czech Technical University
Example Iris & Speech
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Department of Cybernetics, Czech Technical University
Matching
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Department of Cybernetics, Czech Technical University
3 - BASIC STATISTICS FORBIOMETRICS
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Department of Cybernetics, Czech Technical University
FA & FR
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Department of Cybernetics, Czech Technical University
Performance evaluation
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Department of Cybernetics, Czech Technical University
FMR and FNMR
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Department of Cybernetics, Czech Technical University
Scores distribution
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Department of Cybernetics, Czech Technical University
Two kinds of error
Type II error
Type I error
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Department of Cybernetics, Czech Technical University
Two kinds of error
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Department of Cybernetics, Czech Technical University
•40
The Equal Error Rate
ROC:
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Department of Cybernetics, Czech Technical University
Using the ROC Curve
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Department of Cybernetics, Czech Technical University
Face recognition FRR & FAR
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Department of Cybernetics, Czech Technical University
4 - OVERVIEW OF BIOMETRICSTECHNIQUES
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Department of Cybernetics, Czech Technical University
Main Sorting
Physiological
Behavioral
Examples: face, fingerprint, hand geometry and iris recognition
Examples: signature and voice
Biometrics can be sorted into two classes:
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Department of Cybernetics, Czech Technical University
Biometric Identifiers
Common:
Fingerprint Recognition
Face Recognition
Speaker Recognition
Iris Recognition
Hand Geometry
Signature verification
Others:
DNA
Retina recognition
Thermograms
Gait
Keystroke
Ear recognition
Skin reflection
Lip motion
Body odor
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Department of Cybernetics, Czech Technical University
Vein Pattern
Sweat Pores
Fingernail Bed
Hand Grip
Brain Wave Pattern
Footprint and Foot Dynamics
•*See details in Chapter 7 Esoteric Biometrics of Biometrics by John D.
Woodward, Nicholas M. Orlans, Peter T. Higgins, New York : McGraw-
Hill/Osborne, c2003
More biometric identifiers
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Department of Cybernetics, Czech Technical University
Price vs accuracy
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Department of Cybernetics, Czech Technical University
Biometric techniques overview Fingerprint recognition
Face recognition
Voice recognition
Iris Recognition
Dynamic signature
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Department of Cybernetics, Czech Technical University
1. Fingerprint Recognition (D.Novak)
An extremely useful biometrics technology since fingerprints have long been recognized as a primary and accurate identification method.
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Department of Cybernetics, Czech Technical University
“Livescan” fingerprint scanners
Optical methods (FTIR)
CMOS capacitance
Thermal sensing
Ultrasound sensing
Acquisition Devices
Ink & paper – the oldest way
Ink-less Methods - sense the ridges on a finger
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Department of Cybernetics, Czech Technical University
Minutiae
Uses the ridge endings and bifurcation's on a persons finger to plot points known as Minutiae
The number and locations of the minutiae vary from finger to finger in any particular person, and from person to person for any particular finger
•Minutiae•Finger Image +
Minutiae•Finger Image
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Department of Cybernetics, Czech Technical University
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Department of Cybernetics, Czech Technical University
Face recognition
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Department of Cybernetics, Czech Technical University
2. Face Recognition (V. Franc)
• Uses an image or series of imageseither from a camera or photograph torecognize a person.
• Principle: analysis of the uniqueshape, pattern and positioning of facialfeatures.
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Department of Cybernetics, Czech Technical University
Who is there??
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Department of Cybernetics, Czech Technical University
Why face?
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Department of Cybernetics, Czech Technical University
Details
Source of data: Single image, video sequence, 3D image and Near Infrared
Models: weak models of the human face that model face shape in terms of facial texture
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Department of Cybernetics, Czech Technical University
Feature based approach
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Department of Cybernetics, Czech Technical University
Example: Eigenfaces
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Department of Cybernetics, Czech Technical University
Intra-class variability
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Department of Cybernetics, Czech Technical University
The power of make up
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Department of Cybernetics, Czech Technical University
Voice recognition
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Department of Cybernetics, Czech Technical University
3. Voice Recognition (P. Polak)
Voice recognition is not the same as speech recognition, it isspeaker recognition
Considered both physiological and behavioral
Popular and low-cost, but less accurate and sometimes lengthyenrollment
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Department of Cybernetics, Czech Technical University
Application categories
Fixed text
Text dependent
Text independent
Conversational
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Department of Cybernetics, Czech Technical University
Features
• Advantage
Acoustic features : 1. Misspoken or misread phrases; 2. The human voice's tremendous variability, due to colds, aging, and simple tiredness
Can be captured surreptitiously by a third party and replayed
Less requirements for users, such that they do not have to go through a separate process for verification
Very little hardware is required, and ideally suited to telephone-based system for a remote identification
Zero client-side cost, no special reader needs to be installed
•Disadvantage
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Department of Cybernetics, Czech Technical University
4. Iris recognition (E. Bakstein)
Analysis of the iris of the eye, which is the coloredring of tissue that surrounds the pupil of the eye.
Based on visible features, i.e. rings, furrows,freckles and the corona. Features and their locationare used to form the Iriscodes, which is the digitaltemplate.
Widely regarded as the most safe, accuratebiometrics technology and capable ofperforming 1-to-many matches atextraordinarily high speeds, without sacrificingaccuracy.
VIDEO:http://www.youtube.com/watch?v=QEQEht8zloQ
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Department of Cybernetics, Czech Technical University
Iris recognition
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Department of Cybernetics, Czech Technical University
Example Iris Images
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Department of Cybernetics, Czech Technical University
IRISES
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Department of Cybernetics, Czech Technical University
Iridology
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Department of Cybernetics, Czech Technical University
Iridology
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Department of Cybernetics, Czech Technical University
Iris code
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Department of Cybernetics, Czech Technical University
Iris mapping
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Department of Cybernetics, Czech Technical University
Dynamic signature
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Department of Cybernetics, Czech Technical University
5. Signature Verification (J. Schneider / P.Vostatek)
Static/Off-line: the conventional way
Dynamic/On-line: using electronically instrumented device
Principle: the
movement of the pen
during the signing process
rather than the static
image of the signature.
Many aspects of the
signature in motion can
be studied, such as pen
pressure, the sound the
pen makes
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Department of Cybernetics, Czech Technical University
Dynamic signature
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Department of Cybernetics, Czech Technical University
Dynamic signature
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Department of Cybernetics, Czech Technical University
Pen-Tablet system (WACOM)
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Department of Cybernetics, Czech Technical University
WACOM – How it works?
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Department of Cybernetics, Czech Technical University
Dynamic signature: companies
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Department of Cybernetics, Czech Technical University
IBM online verification
IBM online signature verification
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Department of Cybernetics, Czech Technical University
Hand geometry
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Department of Cybernetics, Czech Technical University
5. Hand geometry
• Hand geometry systems are commonlyavailable in two main forms. Full handgeometry systems take an image of theentire hand for comparison while TwoFinger readers only image two fingers ofthe hand.
• Hand recognition technology is currently one of the most deployed biometrics disciplines world wide
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Department of Cybernetics, Czech Technical University
How does it work
A camera capture an image of the hand, with the help of a mirror to get also the edge. The silhouette of the hand is extracted, and some geometrical characteristics stored.
•( See Jain et al. A Prototype Hand Geometry-based Verification System )
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Department of Cybernetics, Czech Technical University
Applications
BenGurion Airport – Tel-Aviv,
Hand Geometry
JFK International Airport
1998
INSPASS - Hand Geometry
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Department of Cybernetics, Czech Technical University
Biometrics in Early Stages
DNA Retina
recognition
Thermograms
Gait Keystroke Ear recognition
Skin reflection Lip motion Body odor
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Department of Cybernetics, Czech Technical University
I. DNA
DNA has been called the “ultimate identifier”
Identify information from every cell in the body in a digital form
Not yet fully automated, not fast and expensive
Theoretical limitation: Identical twins have the same DNA
Privacy issue – DNA contains information about race, paternity, and medical conditions for certain disease
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Department of Cybernetics, Czech Technical University
Comparison Chart: DNA
DNA Conventional Biometrics
Requires an actual
physical sample
Uses an impression, image, or
recording
Not done in real-time; not
all stages of comparison
are automated
Done in real-time; “lights-out”
automated process
Does a comparison of
actual samples
Uses templates or feature extraction
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Department of Cybernetics, Czech Technical University
II. Retina recognition
The pattern of blood vessels that emanate from the optic nerve and disperse throughout the retina depends on individuals and never changes.
No two retinas are the same, even in identical twins.
Commercial products: Retinal Technologies
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Department of Cybernetics, Czech Technical University
III. Thermograms
Thermograms requires an infrared camera to
detect the heat patterns of parts of the body that
are unique to every human being (such as the
face)
Normally expensive because of the sensors
Useful paper: Illumination Invariant Face
Recognition Using Thermal Infrared Imagery
(Solikinski & als)
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Department of Cybernetics, Czech Technical University
IV. Gait
The final objective: to recognize persons using standard cameras in any conditions.
Gait recognition is particularly studied as it may enable identification at distance.
Gait video
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Department of Cybernetics, Czech Technical University
Češi vyhráli policejní olympiádu
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Department of Cybernetics, Czech Technical University
V. Keystroke
• The rhythms with which one typesat a keyboard are sufficientlydistinctive to form the basis of thebiometric technology known askeystroke dynamics
•100% software-based, requiring no sensor more sophisticated than a home computer
•VIDEO
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Department of Cybernetics, Czech Technical University
VI. Ear recognition
Ear geometry recognition uses the shape of the ear to perform identification
Suggestions have been made that theshapes and characteristics of the human earare widely different
An infrared image can be used to eliminate hair
Might be recognized at a distance
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Department of Cybernetics, Czech Technical University
Example
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Department of Cybernetics, Czech Technical University
VII. Skin reflection
Lumidigm Inc. hasestablished that theabsorption spectrum of theskin depends on theindividuals.
In a range of wavelengths over 6mm patch, several LEDs send light into the skin, and photodiodes read the scattered light, which is analyzed to perform the authentication.
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Department of Cybernetics, Czech Technical University
VIII. Lip motion
Compares the characteristic lip motions of people while they speak.
Helps identification associated with speaker recognition.
Different imaging conditions: Infrared (high security & cost) and Near Infrared (cheap, normally used for active sensing)
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Department of Cybernetics, Czech Technical University
IX. Body odor
It’s absolutely clear that people with differing
immunity genes produce different body odors
Electronic/artificial noses: developed as a system
for the automated detection and classification of
odors, vapors, gases.•Prometheus (Alpha
Mos) ,
•an example of electronic
nose
Schematic Diagram of Artificial nose
Artificial noses are not
yet sophisticated
enough to do all the job
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Department of Cybernetics, Czech Technical University
X. Heartbeats
• Based on differing hearbeat patterns in each
person
• Bionym Nimy wristband – commercially
available (preorder, as of 09/2013)
• Security?
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Department of Cybernetics, Czech Technical University
Multimodal Biometrics
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Department of Cybernetics, Czech Technical University
Fusion after normalization
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Department of Cybernetics, Czech Technical University
Comparision of Biometric Technologies
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Department of Cybernetics, Czech Technical University
THANK YOU!
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Department of Cybernetics, Czech Technical University
Possible Future Events