SlideShare a Scribd company logo
1 of 60
Download to read offline
MT5009 – Analyzing Hi-Tech Opportunities
Opportunities in
Eye-Tracking
For information on other new technologies that are becoming economically feasible, see http://www.slideshare.net/Funk98/presentations
Group Introduction
• Adrianus Mradipta A0033067
• Desmond Wong A0082079
• Koh Kian Hong A0082082
• Ong Fu Lin A0098508
• Peh Tiong Seng A0098563
Before we begin…
Reebok Advertisement
Before we begin…
Note how men didn’t notice the shoes AT ALL!!
• Introduction
– Brief History
– Underlying Technology
• Technology Improvements
– What was holding the technology back?
– How has it improved?
– Will it improve further?
• Future Opportunities
Content
• What is eye tracking?
– Technique of measuring and monitoring the
point of gaze (where someone is looking)
• Identifies:
– first fixations
– fixation order
– gaze time
Introduction
Brief History
• 1870s - Scientific Study of Eye Movement Began
• 1900s - Photography Improvement
Non-Invasive Techniques
• 1940s - Head-Mounted Eye Trackers
First Developed
• 1970s - High Speed Data Processing & Cognitive Science
• 1980s - Human Computer Interface Developed
• 1990s - Commercial Applications Made Practical
Underlying Technology
• Current eye-tracking
technology uses: corneal
reflection technology
– Infrared diodes generate
reflection from the cornea
– Reflections are collected by
infrared image sensors
(cameras)
– Image analysis + mathematical
algorithms determine where
the user is looking
Underlying Technology
Current eye-tracking technology uses: corneal reflection technology
Underlying Technology
• Why infrared is used?
– To distinguish pupil shape from the iris.
– Pupils become clear in infrared vision
Normal Vision Infrared Vision
How corneal reflection determines
the line of sight
Infrared capable camera
Infrared LED Mechanical Housing
Computer
(processing power)
Components of the modern eye tracking system:
Underlying Technology
Labeled as “promising” for the past 50 years
• “For a long time now there has been a great need for a means of recording where
people are looking while they work at particular tasks. A whole series of unsolved
problems awaits such a technique” (Mackworth & Thomas, 1962, p.713).
• “...[T]he eyetracking system has a promising future in usability engineering” (Benel,
Ottens & Horst, 1991, p.465).
• “...[A]ggregating, analyzing, and visualizing eye tracking data in conjunction with
other interaction data holds considerable promise as a powerful tool for designers
and experimenters in evaluating interfaces” (Crowe & Narayanan, 2000, p.35).
• “Eye-movement analysis does appear to be a promising new tool for evaluating
visually administered questionnaires” (Redline & Lankford, 2001).
• “Another promising area is the use of eye-tracking techniques to support interface
and product design. Continual improvements in ... eye-tracking systems ... have
increased the usefulness of this technique for studying a variety of interface issues”
(Merwin, 2002, p.39).
Labeled as promising for 40 years
Good news or bad news?
Technology Improvement
• Both good news & bad news!
– Good news: it must be really promising, else it would
have been set aside
– Bad news: something is holding it back!
Technology Improvement
What had been holding the technology back?
How far has the technology gone?
Will technology improvements drive new
applications & opportunities?
• What was holding the technology back?
– Technical Difficulties
• Ease of use
• Tolerance to variations
• Constrained head movements
• Not portable
– Labor-Intensive Data Extraction
• Often requires labor-intensive frame-by-frame decoding of
videotape
– Difficulties in Data Interpretation
• Making sense out of the data
Technology Improvement
• Introduction
– Brief History
– Underlying Technology
• Technology Improvements
– What was holding the technology back?
– How has it improved?
– Will it improve further?
• Future Opportunities
Outline
• How has eye tracking improved?
Technology Improvement
• Accuracy & Precision
– The difference:
Technology Improvement
• Accuracy & Precision
– Improved over the years
Technology Improvement
Source: Tobii Accuracy and Precision Test Reports
One degree corresponds to half an inch (1.2 cm) on a
computer monitor viewed at a distance of 27 inches
(68.6 cm)
Note: Measurements were done at a 25 Degree Gaze Angle where one degree corresponds to half an
inch (1.2 cm) on a computer monitor viewed at a distance of 27 inches (68.6 cm)
• Accuracy & Precision
– How has it been improved?
• Increasing sampling rate
Modern eye trackers: 25-2000 Hz
http://www.healio.com/ophthalmology/journals/JRS/%7BB9C9AF4C-7BEC-47D2-9E2F-36D59FBD2447%7D/One-Kilohertz-Eye-Tracker-and-
Active-Intraoperative-Torsion-Detection-in-the-NIDEK-CXIII-and-Quest-Excimer-Lasers
http://www.journalofoptometry.org/en/analysis-of-the-effects-of/articulo/90102629/
Technology Improvement
Increasing sampling rate
reduces error
• Tolerance to head movement:
– Trade-off between precision/accuracy & tolerance
for head movement
– Head movement will shift distance to eye-tracker
from the optimal point
http://www.docstoc.com/docs/93864026/Specification-of-Gaze-Precision-and-Gaze-Accuracy
Technology Improvement
Optimum distance
Optimum distance
Optimum distanceAt 50 cm Optimum distanceAt 50 cm
• Tolerance to head movement:
– How this has been improved while
keeping accuracy/precision constant?
• Higher resolution cameras
– By increasing megapixels
• Use multiple cameras
Technology Improvement
T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010
2013
$5,000
2000s
$30,000
2010
$18,000
http://www.economist.com/news/technology-quarterly/21567195-
computer-interfaces-ability-determine-location-persons-gaze
Technology Improvement
• Cost
Reductions due to decrease in cost of
components, which will be discussed later
More Noise &
point-of-gaze does not move smoothly
Lower Cost System Medium Cost System High Cost System
Accuracy
Cost
Hundreds Thousands Tens of thousands
Technology Improvement
• Accuracy vs Cost
The image shows the left
(yellow) and right (green)
pupil diameter for all
systems.
Lower and Medium cost
system showing instability in
the tracking of the pupil.
Hundreds Thousands Tens of thousands
Performance
Cost
Technology Improvement
• Performance vs Cost
Noise
• Improvements in various aspects of the eye
tracker:
– Have allowed improvements in size &
intrusiveness
Raymond Dodge’s
Photochronograph
1950s
Today’s eye trackers
can be non-intrusive &
relatively small
Technology Improvement
21st Century1871 – 1942
WARNING!
AUDIENCE ATTENTIVENESS LOW
What do you see?
How many noticed the gorilla at the right hand side?
What do you see?
• Will Performance & Cost continue to
improve?
Technology Improvement
• Interest in the field:
– increase in the number of academic papers
related to the field
http://imotionsglobal.com/blog/exponential-growth-in-academic-eye-tracking-papers-over-the-last-40-years/
Technology Improvement
Technology Improvement
Increasing number of Eye Tracking Products
Technology Improvement
Infrared capable camera
Infrared LED Mechanical Housing
Computer
(processing power)
• Improvement in Components
Improvement trends in components in the field gives us
confidence that this technology will continue to improve
Technology Improvement
• Improvement in Cameras
Reducing pixel-size (green square) miniaturized cameras without reducing quality
T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010
Technology Improvement
• Improvement in Cameras
T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010
Resolution increases, the
price of a corresponding
camera comes down more
and more quickly over time
Technology Improvement
• Improvement in Computers
(Processing Power)
http://homepages.cwi.nl/~steven/vandf/2012-11-teneuro.html
Improvement in integrated circuits (Moore’s Law) enhances processing power to
decode the raw data obtained from eye tracking. Potential improvement gives
confidence that eye-tracking will continue to improve
Technology Improvement
• Improvement in Computers
(Processing Power)
Koomey, Jonathan G., Stephen Berard, Marla Sanchez, and Henry Wong.
Implications of Historical Trends in The Electrical Efficiency of Computing. [Online]
Available from: http://doi.ieeecomputersociety.org/10.1109/MAHC.2010.28
As devices shrink in size, energy
consumption can be made more
efficient. Allow miniaturization of eye
tracking and computing devices to
support it
Technology Improvement
$1000
$4000
Business Cost
+ R&D Cost
Hardware
Cost
Kumar, M. Reducing the Cost of Eye Tracking Systems, Stanford
Tech Report CSTR 2006-08, April 2006
Typical eye-tracker cost: $5000
0
1000
2000
3000
4000
5000
6000
10, 000s Units 100, 000s Units
Total Cost
USD$
Hardware Cost
Business Cost
+ R&D Cost
Technology Improvement
Confidence that eye-tracking system will improve
A killer application is required to propel this technology!
Future Applications
Future in Retail
Future in Retail
Future in Retail
Eye Tracking Technology
 Tracks customer interest
through the eyes
 Interactive displays that
projects visual
information through
Augmented Reality
Opportunities
• Retail Shops
– Better customer experience leads to
better sales
• Marketing Consultancy Companies
– Provides solution for retailers to connect
with shoppers
– Eye Tracking collects unique information
of shoppers
• Point of display heat maps
• Items of interest to shoppers
Future in Retail
Opportunities
• Software
– Provides customization service for retail business
– Offers processing software to analyze collected data
Future in Retail
ΩΩFuture in Machines
Danger of Drivers/ Machine Operators
• Fatigue
• Drowsiness
• Inattentive
Severe consequence from accidents
• Health, Safety and Environment
• Insurance Costs
• Operation downtime
Future in Machines
Offshore Drilling
Mining Machines
Monitor Fatigue and Attention Level
Future in Machines
Training Centers
• Eye Tracking to monitor and correct
 Line of sight
 Visual angle
Opportunities
Mining and Drilling Companies
• Safer work environment
• Lead to less operation downtime
Training Centers
• Measurement of competency
• Training programs for effective learning
Machineries/Automobile Manufacturers
• Provide customized eye trackers for new
machineries or vehicles
ΩΩFuture in Machines
ΩΩFuture in the Military
The traditional way we aim weapons has always been about
Manually adjusting the weapons to our eyes
Applications:
ΩΩFuture in the Military
Applications:
Soldier of the future is about
automatically adjusting the weapons to the line of sight
ΩΩFuture in the Military
Opportunities:
Weapon Manufacturers
• New weapon with automatic aiming can be developed
• Maintenance Services
Eye Trackers Manufacturers
• High specification eye tracker for military use
– Accurate and precise aim
– Suitable for rugged condition
Software and System Providers
• Connect eye tracker to weapons
• Seamless connection between eye tracker and weapons
ΩΩFuture in HCI
Simple interaction with Google
Glass through VOICE
In the future, users will be able to retrieve information from the Glasses.
If life is simple, that’s Great.
Future in HCI
But often, Life is a little more complicated.
There will be an Information Overload.
How do we filter the Information that are meaningful to us?
Future in HCI
ΩΩFuture in HCI
Eye Tracking Technology
 Identifies objects of interest by
tracking the eyes
ΩΩ
Eye Tracking Technology
 Identifies objects of interest by
tracking the eyes
 Information will be presented to
the user triggered by eye gaze
Future in HCI
ΩΩ
Eye Tracking Technology
 Combination with other
Interaction interfaces is possible
Voice Interaction
Sixth Sense
Future in HCI
ΩΩFuture in HCI
Opportunities:
Components Manufacturers
• Light and wearable
• Miniaturization of Eye Tracker
Augmented Reality Providers
• Opportunity for user interaction with Augmented Reality
• Eg. Google Glass
HCI Providers
• More holistic interaction interface
• Eg. Integration with Microsoft Kinect and Leap motion control
ΩΩConclusions
• Technology improvement across components
• Reduction in Cost through Increasing technological efficiencies &
Greater adoption
New Applications
Retail Machines Military HCI
Opportunities
Component Manufacturers Augmented Reality Providers
HCI Providers
Weapon ManufacturersEye Tracker Manufacturers
Software Providers
Hardware Integrators
Consultancy Training Centers
Inspection and Maintenance
Retailers
Thank you!

More Related Content

What's hot

EYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYEYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYgeothomas18
 
Clinical Visual Electrophysiology
 Clinical  Visual  Electrophysiology  Clinical  Visual  Electrophysiology
Clinical Visual Electrophysiology Manish Dahal
 
Eye tracker based HCI
Eye tracker based HCIEye tracker based HCI
Eye tracker based HCISaswati
 
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...eMadrid network
 
Real Time Eye Tracking and Application
Real Time Eye Tracking and ApplicationReal Time Eye Tracking and Application
Real Time Eye Tracking and ApplicationAkshay Kamble
 
Eye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueEye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueJobin George
 
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculography
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculographyHuman Computer Interaction using Eye Gesture Recognition : ElectroOcculography
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculographyAthira Jay
 
EYE GAZE COMMUNICATION by njn
EYE GAZE COMMUNICATION by njnEYE GAZE COMMUNICATION by njn
EYE GAZE COMMUNICATION by njnNijin Nijin
 
eyegaze communication system
eyegaze communication system eyegaze communication system
eyegaze communication system Manasa Reddy
 
Google smart contact lens
Google smart contact lensGoogle smart contact lens
Google smart contact lensshabeebc
 
Eye gaze technology
Eye gaze technologyEye gaze technology
Eye gaze technologyKetan Hulaji
 
Fingerprint recognition system by sagar chand gupta
Fingerprint recognition system by sagar chand guptaFingerprint recognition system by sagar chand gupta
Fingerprint recognition system by sagar chand guptascg121433
 

What's hot (20)

Tobii Eye Tracking
Tobii Eye TrackingTobii Eye Tracking
Tobii Eye Tracking
 
EYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYEYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGY
 
Clinical Visual Electrophysiology
 Clinical  Visual  Electrophysiology  Clinical  Visual  Electrophysiology
Clinical Visual Electrophysiology
 
Eye tracker based HCI
Eye tracker based HCIEye tracker based HCI
Eye tracker based HCI
 
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...
2021_03_26 "Eye-tracking techniques and methods in e-learning environments" -...
 
Real Time Eye Tracking and Application
Real Time Eye Tracking and ApplicationReal Time Eye Tracking and Application
Real Time Eye Tracking and Application
 
Eye Gaze
Eye GazeEye Gaze
Eye Gaze
 
Eye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueEye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction Technique
 
EYE GAZE SYSTEM
EYE GAZE SYSTEMEYE GAZE SYSTEM
EYE GAZE SYSTEM
 
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculography
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculographyHuman Computer Interaction using Eye Gesture Recognition : ElectroOcculography
Human Computer Interaction using Eye Gesture Recognition : ElectroOcculography
 
EYE GAZE COMMUNICATION by njn
EYE GAZE COMMUNICATION by njnEYE GAZE COMMUNICATION by njn
EYE GAZE COMMUNICATION by njn
 
Bionic Eye
Bionic EyeBionic Eye
Bionic Eye
 
eyegaze communication system
eyegaze communication system eyegaze communication system
eyegaze communication system
 
Google smart contact lens
Google smart contact lensGoogle smart contact lens
Google smart contact lens
 
Electro oculography
Electro oculographyElectro oculography
Electro oculography
 
vision therapy
vision therapyvision therapy
vision therapy
 
Eye gaze communication
Eye gaze communicationEye gaze communication
Eye gaze communication
 
Eye gaze technology
Eye gaze technologyEye gaze technology
Eye gaze technology
 
Fingerprint recognition system by sagar chand gupta
Fingerprint recognition system by sagar chand guptaFingerprint recognition system by sagar chand gupta
Fingerprint recognition system by sagar chand gupta
 
Eye phone
Eye phoneEye phone
Eye phone
 

Viewers also liked

Pros and Cons of Eyetracking
Pros and Cons of EyetrackingPros and Cons of Eyetracking
Pros and Cons of EyetrackingLuke Hay
 
Eye Tracking the Mobile User Experience
Eye Tracking the Mobile User ExperienceEye Tracking the Mobile User Experience
Eye Tracking the Mobile User ExperienceUXPA Boston
 
Eye Tracking & Consumer Behavior
Eye Tracking & Consumer BehaviorEye Tracking & Consumer Behavior
Eye Tracking & Consumer BehaviorHugo Guyader
 
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...Prajs Ks
 
Eye tracking New Zealand's banks
Eye tracking New Zealand's banksEye tracking New Zealand's banks
Eye tracking New Zealand's banksOptimal Usability
 
What You Need To Know About Eye Tracking (older barcamp version)
What You Need To Know About Eye Tracking (older barcamp version)What You Need To Know About Eye Tracking (older barcamp version)
What You Need To Know About Eye Tracking (older barcamp version)Harry Brignull
 
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysis
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze AnalysisJan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysis
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysisscotdigich
 
Eye Tracking - All will be revealed
Eye Tracking - All will be revealedEye Tracking - All will be revealed
Eye Tracking - All will be revealedOptimal Usability
 
Evaluation of eye gaze interaction
Evaluation of eye gaze interactionEvaluation of eye gaze interaction
Evaluation of eye gaze interactiongelihappy
 
Eye tracking
Eye trackingEye tracking
Eye trackingGrupoLER
 
Privacy protection of visual information
Privacy protection of visual informationPrivacy protection of visual information
Privacy protection of visual informationTouradj Ebrahimi
 
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...Videoguy
 
How to do usability testing and eye tracking
How to do usability testing and eye trackingHow to do usability testing and eye tracking
How to do usability testing and eye trackingObjective Experience
 
Scrambling For Video Surveillance
Scrambling For Video SurveillanceScrambling For Video Surveillance
Scrambling For Video SurveillanceKobi Magnezi
 
Dmitry Stepanov - Detector of interest point from region of interest on NBI ...
Dmitry Stepanov - Detector of interest point from region of interest on  NBI ...Dmitry Stepanov - Detector of interest point from region of interest on  NBI ...
Dmitry Stepanov - Detector of interest point from region of interest on NBI ...AIST
 
how to use the virtual keyboard
how to use the virtual keyboardhow to use the virtual keyboard
how to use the virtual keyboardSri Rakesh
 
Blue brain
Blue brainBlue brain
Blue brainRJREJESH
 

Viewers also liked (20)

Eye Tracking & Design
Eye Tracking & DesignEye Tracking & Design
Eye Tracking & Design
 
Pros and Cons of Eyetracking
Pros and Cons of EyetrackingPros and Cons of Eyetracking
Pros and Cons of Eyetracking
 
Eye Tracking the Mobile User Experience
Eye Tracking the Mobile User ExperienceEye Tracking the Mobile User Experience
Eye Tracking the Mobile User Experience
 
Eye Tracking & Consumer Behavior
Eye Tracking & Consumer BehaviorEye Tracking & Consumer Behavior
Eye Tracking & Consumer Behavior
 
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...
Theeye tribe, it s a eye tracking device which makes the usage of PC, laptops...
 
Eye tracking New Zealand's banks
Eye tracking New Zealand's banksEye tracking New Zealand's banks
Eye tracking New Zealand's banks
 
What You Need To Know About Eye Tracking (older barcamp version)
What You Need To Know About Eye Tracking (older barcamp version)What You Need To Know About Eye Tracking (older barcamp version)
What You Need To Know About Eye Tracking (older barcamp version)
 
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysis
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze AnalysisJan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysis
Jan Hendrik Hammer, Fraunhofer, KIT, Eyetracking and Gaze Analysis
 
Eye Tracking - All will be revealed
Eye Tracking - All will be revealedEye Tracking - All will be revealed
Eye Tracking - All will be revealed
 
Evaluation of eye gaze interaction
Evaluation of eye gaze interactionEvaluation of eye gaze interaction
Evaluation of eye gaze interaction
 
Eye tracking
Eye trackingEye tracking
Eye tracking
 
Privacy protection of visual information
Privacy protection of visual informationPrivacy protection of visual information
Privacy protection of visual information
 
Mw2012 eyetracking
Mw2012 eyetrackingMw2012 eyetracking
Mw2012 eyetracking
 
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...
DYNAMIC REGION OF INTEREST TRANSCODING FOR MULTIPOINT VIDEO ...
 
How to do usability testing and eye tracking
How to do usability testing and eye trackingHow to do usability testing and eye tracking
How to do usability testing and eye tracking
 
Scrambling For Video Surveillance
Scrambling For Video SurveillanceScrambling For Video Surveillance
Scrambling For Video Surveillance
 
Neuromarketing
NeuromarketingNeuromarketing
Neuromarketing
 
Dmitry Stepanov - Detector of interest point from region of interest on NBI ...
Dmitry Stepanov - Detector of interest point from region of interest on  NBI ...Dmitry Stepanov - Detector of interest point from region of interest on  NBI ...
Dmitry Stepanov - Detector of interest point from region of interest on NBI ...
 
how to use the virtual keyboard
how to use the virtual keyboardhow to use the virtual keyboard
how to use the virtual keyboard
 
Blue brain
Blue brainBlue brain
Blue brain
 

Similar to Eye tracking and its economic feasibility

Operations Management - Process Technology
Operations Management - Process TechnologyOperations Management - Process Technology
Operations Management - Process TechnologyNelson Opeña
 
Technology Trends Opportunity Assessment for Cleantech Sectors
Technology Trends Opportunity Assessment for Cleantech SectorsTechnology Trends Opportunity Assessment for Cleantech Sectors
Technology Trends Opportunity Assessment for Cleantech SectorsMax Tuttman
 
Barga ACM DEBS 2013 Keynote
Barga ACM DEBS 2013 KeynoteBarga ACM DEBS 2013 Keynote
Barga ACM DEBS 2013 KeynoteRoger Barga
 
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...Comit Projects Ltd
 
Looking at a Body Camera Initiative from an IT Infrastructure Perspective
Looking at a Body Camera Initiative from an IT Infrastructure PerspectiveLooking at a Body Camera Initiative from an IT Infrastructure Perspective
Looking at a Body Camera Initiative from an IT Infrastructure PerspectiveePlus
 
Research-Based Innovation with Industry: Project Experience and Lessons Learned
Research-Based Innovation with Industry: Project Experience and Lessons LearnedResearch-Based Innovation with Industry: Project Experience and Lessons Learned
Research-Based Innovation with Industry: Project Experience and Lessons LearnedLionel Briand
 
2Technology Acquisition and Technology Forecasting
2Technology Acquisition and Technology Forecasting2Technology Acquisition and Technology Forecasting
2Technology Acquisition and Technology ForecastingSelvaKumar679440
 
Augview presentation GE user conference bali 2014 - MIke Bundock
Augview presentation GE user conference bali 2014 - MIke BundockAugview presentation GE user conference bali 2014 - MIke Bundock
Augview presentation GE user conference bali 2014 - MIke BundockGeo AR Games
 
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptx
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptxApplications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptx
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptxAhmed Ali
 
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...Henry Chukwuemeka Paul
 
COMP 4010 Lecture10 AR/VR Research Directions
COMP 4010 Lecture10 AR/VR Research DirectionsCOMP 4010 Lecture10 AR/VR Research Directions
COMP 4010 Lecture10 AR/VR Research DirectionsMark Billinghurst
 
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...Comit Projects Ltd
 
2 partners ed_kickoff_sirris
2 partners ed_kickoff_sirris2 partners ed_kickoff_sirris
2 partners ed_kickoff_sirrisSirris
 

Similar to Eye tracking and its economic feasibility (20)

Operations Management - Process Technology
Operations Management - Process TechnologyOperations Management - Process Technology
Operations Management - Process Technology
 
INGENIUS_XIMB_Iron and Steel
INGENIUS_XIMB_Iron and SteelINGENIUS_XIMB_Iron and Steel
INGENIUS_XIMB_Iron and Steel
 
Technology Trends Opportunity Assessment for Cleantech Sectors
Technology Trends Opportunity Assessment for Cleantech SectorsTechnology Trends Opportunity Assessment for Cleantech Sectors
Technology Trends Opportunity Assessment for Cleantech Sectors
 
CD Winter 2017 - Main Slides
CD Winter 2017 - Main SlidesCD Winter 2017 - Main Slides
CD Winter 2017 - Main Slides
 
Barga ACM DEBS 2013 Keynote
Barga ACM DEBS 2013 KeynoteBarga ACM DEBS 2013 Keynote
Barga ACM DEBS 2013 Keynote
 
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...
Wizardry - Creating Magical Changes in the full lifecycle of Infrastructure #...
 
Looking at a Body Camera Initiative from an IT Infrastructure Perspective
Looking at a Body Camera Initiative from an IT Infrastructure PerspectiveLooking at a Body Camera Initiative from an IT Infrastructure Perspective
Looking at a Body Camera Initiative from an IT Infrastructure Perspective
 
Sm presentation final
Sm presentation finalSm presentation final
Sm presentation final
 
Disruptive technologies
Disruptive technologiesDisruptive technologies
Disruptive technologies
 
Research-Based Innovation with Industry: Project Experience and Lessons Learned
Research-Based Innovation with Industry: Project Experience and Lessons LearnedResearch-Based Innovation with Industry: Project Experience and Lessons Learned
Research-Based Innovation with Industry: Project Experience and Lessons Learned
 
(Spring 2012) Hand Geometry Training Video
(Spring 2012) Hand Geometry Training Video(Spring 2012) Hand Geometry Training Video
(Spring 2012) Hand Geometry Training Video
 
2Technology Acquisition and Technology Forecasting
2Technology Acquisition and Technology Forecasting2Technology Acquisition and Technology Forecasting
2Technology Acquisition and Technology Forecasting
 
Augview presentation GE user conference bali 2014 - MIke Bundock
Augview presentation GE user conference bali 2014 - MIke BundockAugview presentation GE user conference bali 2014 - MIke Bundock
Augview presentation GE user conference bali 2014 - MIke Bundock
 
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptx
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptxApplications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptx
Applications Of Intra- Oral Scanners( IOS) In Crown And Bridge.pptx
 
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...
BIOMETRIC AND RFID TECHNOLOGY FUSSION: A SECURITY AND MONITORING MEASURES TO ...
 
Billing project
Billing projectBilling project
Billing project
 
COMP 4010 Lecture10 AR/VR Research Directions
COMP 4010 Lecture10 AR/VR Research DirectionsCOMP 4010 Lecture10 AR/VR Research Directions
COMP 4010 Lecture10 AR/VR Research Directions
 
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...
ETDP 2015 D1 SMAC & the Journey from Automation to Digital Factory - Snjeev K...
 
Teaching with Tableau
Teaching with TableauTeaching with Tableau
Teaching with Tableau
 
2 partners ed_kickoff_sirris
2 partners ed_kickoff_sirris2 partners ed_kickoff_sirris
2 partners ed_kickoff_sirris
 

More from Jeffrey Funk

The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...
The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...
The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...Jeffrey Funk
 
Commercialization of Science: What has changed and what can be done to revit...
Commercialization of Science:  What has changed and what can be done to revit...Commercialization of Science:  What has changed and what can be done to revit...
Commercialization of Science: What has changed and what can be done to revit...Jeffrey Funk
 
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...Jeffrey Funk
 
The Slow Growth of AI: The State of AI and Its Applications
The Slow Growth of AI: The State of AI and Its ApplicationsThe Slow Growth of AI: The State of AI and Its Applications
The Slow Growth of AI: The State of AI and Its ApplicationsJeffrey Funk
 
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...Jeffrey Funk
 
The Troubled Future of Startups and Innovation: Webinar for London Futurists
The Troubled Future of Startups and Innovation: Webinar for London FuturistsThe Troubled Future of Startups and Innovation: Webinar for London Futurists
The Troubled Future of Startups and Innovation: Webinar for London FuturistsJeffrey Funk
 
Where are the Next Googles and Amazons? They should be here by now
Where are the Next Googles and Amazons? They should be here by nowWhere are the Next Googles and Amazons? They should be here by now
Where are the Next Googles and Amazons? They should be here by nowJeffrey Funk
 
What's behind technological hype
What's behind technological hypeWhat's behind technological hype
What's behind technological hypeJeffrey Funk
 
Irrational Exuberance: A Tech Crash is Coming
Irrational Exuberance: A Tech Crash is ComingIrrational Exuberance: A Tech Crash is Coming
Irrational Exuberance: A Tech Crash is ComingJeffrey Funk
 
Ride Sharing, Congestion, and the Need for Real Sharing
Ride Sharing, Congestion, and the Need for Real SharingRide Sharing, Congestion, and the Need for Real Sharing
Ride Sharing, Congestion, and the Need for Real SharingJeffrey Funk
 
Importance of Science, by Industry
Importance of Science, by IndustryImportance of Science, by Industry
Importance of Science, by IndustryJeffrey Funk
 
beyond patents:scholars of innovation use patenting as an indicator of innova...
beyond patents:scholars of innovation use patenting as an indicator of innova...beyond patents:scholars of innovation use patenting as an indicator of innova...
beyond patents:scholars of innovation use patenting as an indicator of innova...Jeffrey Funk
 
Lighting, Lasers, and Their Econoimcs
Lighting, Lasers, and Their EconoimcsLighting, Lasers, and Their Econoimcs
Lighting, Lasers, and Their EconoimcsJeffrey Funk
 
Putting Context Back Into Learning
Putting Context Back Into LearningPutting Context Back Into Learning
Putting Context Back Into LearningJeffrey Funk
 
Technology Change, Creative Destruction, and Economic Feasibilty
Technology Change, Creative Destruction, and Economic FeasibiltyTechnology Change, Creative Destruction, and Economic Feasibilty
Technology Change, Creative Destruction, and Economic FeasibiltyJeffrey Funk
 
AI and Future of Professions
AI and Future of ProfessionsAI and Future of Professions
AI and Future of ProfessionsJeffrey Funk
 
Solow's Computer Paradox and the Impact of AI
Solow's Computer Paradox and the Impact of AISolow's Computer Paradox and the Impact of AI
Solow's Computer Paradox and the Impact of AIJeffrey Funk
 
What does innovation today tell us about tomorrow?
What does innovation today tell us about tomorrow?What does innovation today tell us about tomorrow?
What does innovation today tell us about tomorrow?Jeffrey Funk
 
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...Creative destrution, Economic Feasibility, and Creative Destruction: The Case...
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...Jeffrey Funk
 

More from Jeffrey Funk (20)

The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...
The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...
The "Unproductive Bubble:" Unprofitable startups, small markets for new digit...
 
Commercialization of Science: What has changed and what can be done to revit...
Commercialization of Science:  What has changed and what can be done to revit...Commercialization of Science:  What has changed and what can be done to revit...
Commercialization of Science: What has changed and what can be done to revit...
 
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...
2000, 2008, 2022: It is hard to avoid the parallels How Big Will the 2022 S...
 
The Slow Growth of AI: The State of AI and Its Applications
The Slow Growth of AI: The State of AI and Its ApplicationsThe Slow Growth of AI: The State of AI and Its Applications
The Slow Growth of AI: The State of AI and Its Applications
 
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...
Behind the Slow Growth of AI: Failed Moonshots, Unprofitable Startups, Error...
 
The Troubled Future of Startups and Innovation: Webinar for London Futurists
The Troubled Future of Startups and Innovation: Webinar for London FuturistsThe Troubled Future of Startups and Innovation: Webinar for London Futurists
The Troubled Future of Startups and Innovation: Webinar for London Futurists
 
Where are the Next Googles and Amazons? They should be here by now
Where are the Next Googles and Amazons? They should be here by nowWhere are the Next Googles and Amazons? They should be here by now
Where are the Next Googles and Amazons? They should be here by now
 
What's behind technological hype
What's behind technological hypeWhat's behind technological hype
What's behind technological hype
 
Irrational Exuberance: A Tech Crash is Coming
Irrational Exuberance: A Tech Crash is ComingIrrational Exuberance: A Tech Crash is Coming
Irrational Exuberance: A Tech Crash is Coming
 
Ride Sharing, Congestion, and the Need for Real Sharing
Ride Sharing, Congestion, and the Need for Real SharingRide Sharing, Congestion, and the Need for Real Sharing
Ride Sharing, Congestion, and the Need for Real Sharing
 
End of Science
End of ScienceEnd of Science
End of Science
 
Importance of Science, by Industry
Importance of Science, by IndustryImportance of Science, by Industry
Importance of Science, by Industry
 
beyond patents:scholars of innovation use patenting as an indicator of innova...
beyond patents:scholars of innovation use patenting as an indicator of innova...beyond patents:scholars of innovation use patenting as an indicator of innova...
beyond patents:scholars of innovation use patenting as an indicator of innova...
 
Lighting, Lasers, and Their Econoimcs
Lighting, Lasers, and Their EconoimcsLighting, Lasers, and Their Econoimcs
Lighting, Lasers, and Their Econoimcs
 
Putting Context Back Into Learning
Putting Context Back Into LearningPutting Context Back Into Learning
Putting Context Back Into Learning
 
Technology Change, Creative Destruction, and Economic Feasibilty
Technology Change, Creative Destruction, and Economic FeasibiltyTechnology Change, Creative Destruction, and Economic Feasibilty
Technology Change, Creative Destruction, and Economic Feasibilty
 
AI and Future of Professions
AI and Future of ProfessionsAI and Future of Professions
AI and Future of Professions
 
Solow's Computer Paradox and the Impact of AI
Solow's Computer Paradox and the Impact of AISolow's Computer Paradox and the Impact of AI
Solow's Computer Paradox and the Impact of AI
 
What does innovation today tell us about tomorrow?
What does innovation today tell us about tomorrow?What does innovation today tell us about tomorrow?
What does innovation today tell us about tomorrow?
 
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...Creative destrution, Economic Feasibility, and Creative Destruction: The Case...
Creative destrution, Economic Feasibility, and Creative Destruction: The Case...
 

Recently uploaded

Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Americas Got Grants
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environmentelijahj01012
 
Driving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerDriving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerAggregage
 
20200128 Ethical by Design - Whitepaper.pdf
20200128 Ethical by Design - Whitepaper.pdf20200128 Ethical by Design - Whitepaper.pdf
20200128 Ethical by Design - Whitepaper.pdfChris Skinner
 
Environmental Impact Of Rotary Screw Compressors
Environmental Impact Of Rotary Screw CompressorsEnvironmental Impact Of Rotary Screw Compressors
Environmental Impact Of Rotary Screw Compressorselgieurope
 
Technical Leaders - Working with the Management Team
Technical Leaders - Working with the Management TeamTechnical Leaders - Working with the Management Team
Technical Leaders - Working with the Management TeamArik Fletcher
 
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...Operational Excellence Consulting
 
Pitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckPitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckHajeJanKamps
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfJamesConcepcion7
 
Types of Cyberattacks - ASG I.T. Consulting.pdf
Types of Cyberattacks - ASG I.T. Consulting.pdfTypes of Cyberattacks - ASG I.T. Consulting.pdf
Types of Cyberattacks - ASG I.T. Consulting.pdfASGITConsulting
 
Psychic Reading | Spiritual Guidance – Astro Ganesh Ji
Psychic Reading | Spiritual Guidance – Astro Ganesh JiPsychic Reading | Spiritual Guidance – Astro Ganesh Ji
Psychic Reading | Spiritual Guidance – Astro Ganesh Jiastral oracle
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdfShaun Heinrichs
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdfShaun Heinrichs
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfShashank Mehta
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Peter Ward
 
WSMM Media and Entertainment Feb_March_Final.pdf
WSMM Media and Entertainment Feb_March_Final.pdfWSMM Media and Entertainment Feb_March_Final.pdf
WSMM Media and Entertainment Feb_March_Final.pdfJamesConcepcion7
 
Data Analytics Strategy Toolkit and Templates
Data Analytics Strategy Toolkit and TemplatesData Analytics Strategy Toolkit and Templates
Data Analytics Strategy Toolkit and TemplatesAurelien Domont, MBA
 
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...Hector Del Castillo, CPM, CPMM
 
Effective Strategies for Maximizing Your Profit When Selling Gold Jewelry
Effective Strategies for Maximizing Your Profit When Selling Gold JewelryEffective Strategies for Maximizing Your Profit When Selling Gold Jewelry
Effective Strategies for Maximizing Your Profit When Selling Gold JewelryWhittensFineJewelry1
 

Recently uploaded (20)

Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environment
 
Driving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon HarmerDriving Business Impact for PMs with Jon Harmer
Driving Business Impact for PMs with Jon Harmer
 
20200128 Ethical by Design - Whitepaper.pdf
20200128 Ethical by Design - Whitepaper.pdf20200128 Ethical by Design - Whitepaper.pdf
20200128 Ethical by Design - Whitepaper.pdf
 
Environmental Impact Of Rotary Screw Compressors
Environmental Impact Of Rotary Screw CompressorsEnvironmental Impact Of Rotary Screw Compressors
Environmental Impact Of Rotary Screw Compressors
 
Technical Leaders - Working with the Management Team
Technical Leaders - Working with the Management TeamTechnical Leaders - Working with the Management Team
Technical Leaders - Working with the Management Team
 
WAM Corporate Presentation April 12 2024.pdf
WAM Corporate Presentation April 12 2024.pdfWAM Corporate Presentation April 12 2024.pdf
WAM Corporate Presentation April 12 2024.pdf
 
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
The McKinsey 7S Framework: A Holistic Approach to Harmonizing All Parts of th...
 
Pitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deckPitch Deck Teardown: Xpanceo's $40M Seed deck
Pitch Deck Teardown: Xpanceo's $40M Seed deck
 
WSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdfWSMM Technology February.March Newsletter_vF.pdf
WSMM Technology February.March Newsletter_vF.pdf
 
Types of Cyberattacks - ASG I.T. Consulting.pdf
Types of Cyberattacks - ASG I.T. Consulting.pdfTypes of Cyberattacks - ASG I.T. Consulting.pdf
Types of Cyberattacks - ASG I.T. Consulting.pdf
 
Psychic Reading | Spiritual Guidance – Astro Ganesh Ji
Psychic Reading | Spiritual Guidance – Astro Ganesh JiPsychic Reading | Spiritual Guidance – Astro Ganesh Ji
Psychic Reading | Spiritual Guidance – Astro Ganesh Ji
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf
 
1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf1911 Gold Corporate Presentation Apr 2024.pdf
1911 Gold Corporate Presentation Apr 2024.pdf
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdf
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...
 
WSMM Media and Entertainment Feb_March_Final.pdf
WSMM Media and Entertainment Feb_March_Final.pdfWSMM Media and Entertainment Feb_March_Final.pdf
WSMM Media and Entertainment Feb_March_Final.pdf
 
Data Analytics Strategy Toolkit and Templates
Data Analytics Strategy Toolkit and TemplatesData Analytics Strategy Toolkit and Templates
Data Analytics Strategy Toolkit and Templates
 
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...
How Generative AI Is Transforming Your Business | Byond Growth Insights | Apr...
 
Effective Strategies for Maximizing Your Profit When Selling Gold Jewelry
Effective Strategies for Maximizing Your Profit When Selling Gold JewelryEffective Strategies for Maximizing Your Profit When Selling Gold Jewelry
Effective Strategies for Maximizing Your Profit When Selling Gold Jewelry
 

Eye tracking and its economic feasibility

  • 1. MT5009 – Analyzing Hi-Tech Opportunities Opportunities in Eye-Tracking For information on other new technologies that are becoming economically feasible, see http://www.slideshare.net/Funk98/presentations
  • 2. Group Introduction • Adrianus Mradipta A0033067 • Desmond Wong A0082079 • Koh Kian Hong A0082082 • Ong Fu Lin A0098508 • Peh Tiong Seng A0098563
  • 4. Before we begin… Note how men didn’t notice the shoes AT ALL!!
  • 5. • Introduction – Brief History – Underlying Technology • Technology Improvements – What was holding the technology back? – How has it improved? – Will it improve further? • Future Opportunities Content
  • 6. • What is eye tracking? – Technique of measuring and monitoring the point of gaze (where someone is looking) • Identifies: – first fixations – fixation order – gaze time Introduction
  • 7. Brief History • 1870s - Scientific Study of Eye Movement Began • 1900s - Photography Improvement Non-Invasive Techniques • 1940s - Head-Mounted Eye Trackers First Developed • 1970s - High Speed Data Processing & Cognitive Science • 1980s - Human Computer Interface Developed • 1990s - Commercial Applications Made Practical
  • 8. Underlying Technology • Current eye-tracking technology uses: corneal reflection technology – Infrared diodes generate reflection from the cornea – Reflections are collected by infrared image sensors (cameras) – Image analysis + mathematical algorithms determine where the user is looking
  • 9. Underlying Technology Current eye-tracking technology uses: corneal reflection technology
  • 10. Underlying Technology • Why infrared is used? – To distinguish pupil shape from the iris. – Pupils become clear in infrared vision Normal Vision Infrared Vision How corneal reflection determines the line of sight
  • 11. Infrared capable camera Infrared LED Mechanical Housing Computer (processing power) Components of the modern eye tracking system: Underlying Technology
  • 12. Labeled as “promising” for the past 50 years • “For a long time now there has been a great need for a means of recording where people are looking while they work at particular tasks. A whole series of unsolved problems awaits such a technique” (Mackworth & Thomas, 1962, p.713). • “...[T]he eyetracking system has a promising future in usability engineering” (Benel, Ottens & Horst, 1991, p.465). • “...[A]ggregating, analyzing, and visualizing eye tracking data in conjunction with other interaction data holds considerable promise as a powerful tool for designers and experimenters in evaluating interfaces” (Crowe & Narayanan, 2000, p.35). • “Eye-movement analysis does appear to be a promising new tool for evaluating visually administered questionnaires” (Redline & Lankford, 2001). • “Another promising area is the use of eye-tracking techniques to support interface and product design. Continual improvements in ... eye-tracking systems ... have increased the usefulness of this technique for studying a variety of interface issues” (Merwin, 2002, p.39). Labeled as promising for 40 years Good news or bad news? Technology Improvement
  • 13. • Both good news & bad news! – Good news: it must be really promising, else it would have been set aside – Bad news: something is holding it back! Technology Improvement What had been holding the technology back? How far has the technology gone? Will technology improvements drive new applications & opportunities?
  • 14. • What was holding the technology back? – Technical Difficulties • Ease of use • Tolerance to variations • Constrained head movements • Not portable – Labor-Intensive Data Extraction • Often requires labor-intensive frame-by-frame decoding of videotape – Difficulties in Data Interpretation • Making sense out of the data Technology Improvement
  • 15. • Introduction – Brief History – Underlying Technology • Technology Improvements – What was holding the technology back? – How has it improved? – Will it improve further? • Future Opportunities Outline
  • 16. • How has eye tracking improved? Technology Improvement
  • 17. • Accuracy & Precision – The difference: Technology Improvement
  • 18. • Accuracy & Precision – Improved over the years Technology Improvement Source: Tobii Accuracy and Precision Test Reports One degree corresponds to half an inch (1.2 cm) on a computer monitor viewed at a distance of 27 inches (68.6 cm)
  • 19. Note: Measurements were done at a 25 Degree Gaze Angle where one degree corresponds to half an inch (1.2 cm) on a computer monitor viewed at a distance of 27 inches (68.6 cm)
  • 20. • Accuracy & Precision – How has it been improved? • Increasing sampling rate Modern eye trackers: 25-2000 Hz http://www.healio.com/ophthalmology/journals/JRS/%7BB9C9AF4C-7BEC-47D2-9E2F-36D59FBD2447%7D/One-Kilohertz-Eye-Tracker-and- Active-Intraoperative-Torsion-Detection-in-the-NIDEK-CXIII-and-Quest-Excimer-Lasers http://www.journalofoptometry.org/en/analysis-of-the-effects-of/articulo/90102629/ Technology Improvement Increasing sampling rate reduces error
  • 21. • Tolerance to head movement: – Trade-off between precision/accuracy & tolerance for head movement – Head movement will shift distance to eye-tracker from the optimal point http://www.docstoc.com/docs/93864026/Specification-of-Gaze-Precision-and-Gaze-Accuracy Technology Improvement Optimum distance Optimum distance Optimum distanceAt 50 cm Optimum distanceAt 50 cm
  • 22. • Tolerance to head movement: – How this has been improved while keeping accuracy/precision constant? • Higher resolution cameras – By increasing megapixels • Use multiple cameras Technology Improvement T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010
  • 24. More Noise & point-of-gaze does not move smoothly Lower Cost System Medium Cost System High Cost System Accuracy Cost Hundreds Thousands Tens of thousands Technology Improvement • Accuracy vs Cost
  • 25. The image shows the left (yellow) and right (green) pupil diameter for all systems. Lower and Medium cost system showing instability in the tracking of the pupil. Hundreds Thousands Tens of thousands Performance Cost Technology Improvement • Performance vs Cost Noise
  • 26. • Improvements in various aspects of the eye tracker: – Have allowed improvements in size & intrusiveness Raymond Dodge’s Photochronograph 1950s Today’s eye trackers can be non-intrusive & relatively small Technology Improvement 21st Century1871 – 1942 WARNING! AUDIENCE ATTENTIVENESS LOW
  • 27. What do you see?
  • 28. How many noticed the gorilla at the right hand side? What do you see?
  • 29. • Will Performance & Cost continue to improve? Technology Improvement
  • 30. • Interest in the field: – increase in the number of academic papers related to the field http://imotionsglobal.com/blog/exponential-growth-in-academic-eye-tracking-papers-over-the-last-40-years/ Technology Improvement
  • 31. Technology Improvement Increasing number of Eye Tracking Products
  • 32. Technology Improvement Infrared capable camera Infrared LED Mechanical Housing Computer (processing power) • Improvement in Components Improvement trends in components in the field gives us confidence that this technology will continue to improve
  • 33. Technology Improvement • Improvement in Cameras Reducing pixel-size (green square) miniaturized cameras without reducing quality T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010
  • 34. Technology Improvement • Improvement in Cameras T. Suzuki, “Challenges of Image-Sensor Development”, ISSCC, 2010 Resolution increases, the price of a corresponding camera comes down more and more quickly over time
  • 35. Technology Improvement • Improvement in Computers (Processing Power) http://homepages.cwi.nl/~steven/vandf/2012-11-teneuro.html Improvement in integrated circuits (Moore’s Law) enhances processing power to decode the raw data obtained from eye tracking. Potential improvement gives confidence that eye-tracking will continue to improve
  • 36. Technology Improvement • Improvement in Computers (Processing Power) Koomey, Jonathan G., Stephen Berard, Marla Sanchez, and Henry Wong. Implications of Historical Trends in The Electrical Efficiency of Computing. [Online] Available from: http://doi.ieeecomputersociety.org/10.1109/MAHC.2010.28 As devices shrink in size, energy consumption can be made more efficient. Allow miniaturization of eye tracking and computing devices to support it
  • 37. Technology Improvement $1000 $4000 Business Cost + R&D Cost Hardware Cost Kumar, M. Reducing the Cost of Eye Tracking Systems, Stanford Tech Report CSTR 2006-08, April 2006 Typical eye-tracker cost: $5000 0 1000 2000 3000 4000 5000 6000 10, 000s Units 100, 000s Units Total Cost USD$ Hardware Cost Business Cost + R&D Cost
  • 38. Technology Improvement Confidence that eye-tracking system will improve A killer application is required to propel this technology!
  • 42. Future in Retail Eye Tracking Technology  Tracks customer interest through the eyes  Interactive displays that projects visual information through Augmented Reality
  • 43. Opportunities • Retail Shops – Better customer experience leads to better sales • Marketing Consultancy Companies – Provides solution for retailers to connect with shoppers – Eye Tracking collects unique information of shoppers • Point of display heat maps • Items of interest to shoppers Future in Retail
  • 44. Opportunities • Software – Provides customization service for retail business – Offers processing software to analyze collected data Future in Retail
  • 45. ΩΩFuture in Machines Danger of Drivers/ Machine Operators • Fatigue • Drowsiness • Inattentive
  • 46. Severe consequence from accidents • Health, Safety and Environment • Insurance Costs • Operation downtime Future in Machines Offshore Drilling Mining Machines Monitor Fatigue and Attention Level
  • 47. Future in Machines Training Centers • Eye Tracking to monitor and correct  Line of sight  Visual angle
  • 48. Opportunities Mining and Drilling Companies • Safer work environment • Lead to less operation downtime Training Centers • Measurement of competency • Training programs for effective learning Machineries/Automobile Manufacturers • Provide customized eye trackers for new machineries or vehicles ΩΩFuture in Machines
  • 49. ΩΩFuture in the Military The traditional way we aim weapons has always been about Manually adjusting the weapons to our eyes Applications:
  • 50. ΩΩFuture in the Military Applications: Soldier of the future is about automatically adjusting the weapons to the line of sight
  • 51. ΩΩFuture in the Military Opportunities: Weapon Manufacturers • New weapon with automatic aiming can be developed • Maintenance Services Eye Trackers Manufacturers • High specification eye tracker for military use – Accurate and precise aim – Suitable for rugged condition Software and System Providers • Connect eye tracker to weapons • Seamless connection between eye tracker and weapons
  • 52. ΩΩFuture in HCI Simple interaction with Google Glass through VOICE
  • 53. In the future, users will be able to retrieve information from the Glasses. If life is simple, that’s Great. Future in HCI
  • 54. But often, Life is a little more complicated. There will be an Information Overload. How do we filter the Information that are meaningful to us? Future in HCI
  • 55. ΩΩFuture in HCI Eye Tracking Technology  Identifies objects of interest by tracking the eyes
  • 56. ΩΩ Eye Tracking Technology  Identifies objects of interest by tracking the eyes  Information will be presented to the user triggered by eye gaze Future in HCI
  • 57. ΩΩ Eye Tracking Technology  Combination with other Interaction interfaces is possible Voice Interaction Sixth Sense Future in HCI
  • 58. ΩΩFuture in HCI Opportunities: Components Manufacturers • Light and wearable • Miniaturization of Eye Tracker Augmented Reality Providers • Opportunity for user interaction with Augmented Reality • Eg. Google Glass HCI Providers • More holistic interaction interface • Eg. Integration with Microsoft Kinect and Leap motion control
  • 59. ΩΩConclusions • Technology improvement across components • Reduction in Cost through Increasing technological efficiencies & Greater adoption New Applications Retail Machines Military HCI Opportunities Component Manufacturers Augmented Reality Providers HCI Providers Weapon ManufacturersEye Tracker Manufacturers Software Providers Hardware Integrators Consultancy Training Centers Inspection and Maintenance Retailers