The Virtual Dimension Center (VDC) Fellbach has compiled the state of the art as well as the market situation and areas of application of the technology field "Eye Tracking" and put it together in a whitepaper.
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Eye tracking refers to the visual movements of a person,
consisting mainly of fixations (points that are focused), saccades
(fast eye movements) and regressions.
Eye tracking systems consist of
(1) recording devices/ techniques
(2) the algorithms for processing the raw measurement data and
(3) the utilization in the form of representation methods of the
processed information.
Introduction to the field of technology
Introduction
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The purpose of eye tracking is usually to determine where a person is
looking
In order to calculate the intersection of the human visual axis with relevant
objects, the following three parameters must be recorded:
o Viewing direction
o Eye position in the spatial coordinate system
o Coordinates of all relevant objects in the spatial coordinate system
Eye tracking technologies deal with capturing either the first or the first
two types of information
If the viewing objects are on a screen, tracking systems also involve the
third type of information; otherwise it requires a 3D space model
Introduction to the field of technology
Introduction
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Anatomy of the human eye with several basic terms
Introduction to the field of technology
Anatomy of the
human eye
Image: anatomyclass01.us
Introduction
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Market figures, market development
Dynamically growing market
Market volume 2018: approximately
$ 400 million
By 2023, the market volume will
reach $ 1.43 billion
Assistive communication applications
had the largest eye-tracking market
share in 2016
North America as the largest regional
market
External systems as the most
important form of eye tracking
systems
Image: Eye Tracking Market, 2018 Global market development eye
tracking 2016-2023
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Market participants
Among the most important eye tracking companies rank:
o Tobii AB,
o Eyetracking Inc.,
o Seeing machines Ltd.,
o Smarteye AB,
o Sensomotoric Instruments (SMI)
GmbH [now part of Apple],
Detailed overview of companies with assigned
technologies and application markets on the next slide
o LC Technologies Inc.,
o Eyetech Digital Systems Inc.,
o Ergoneers GmbH,
o PRS IN VIVO,
o SR Research Ltd.
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Market participants
Zu den wichtigsten Eye-Tracking Unternehmen zählen:
Tobii AB,
Eyetracking Inc.,
Seeing machines Ltd.,
Smarteye AB,
Sensomotoric Instruments (SMI) GmbH
[nun Teil von Apple],
Weitere:
Eye Sight
Sightcorp
Cogisen
Irisbond
Tobii Pro
Pupil labs
LC Technologies Inc.,
Eyetech Digital Systems Inc.,
Ergoneers GmbH,
PRS IN VIVO,
SR Research Ltd.
GazeHawk
Eyezag
Eyeware
Lumen research
Arrington research
Gazepoint
Company Technologies Application markets
Tobii AB External systems, Mobile eye tracking Gaming & Entertainment (VR), Medicine, Industry, Automotive, Assistive technology
Smart Eye AB External systems Automotive, Medicine, Research consumer
Sensomotoric Instruments External systems, Mobile eye tracking Research
Eye Sight External systems Automotive, Smart Home, Consumer
Sightcorp Software Smart Environments, Market research, Security, R&D
Cogisen Software -
Irisbond External systems, Software Assistive technology
Tobii Pro External systems, Mobile eye tracking, SW Psychology, Neurosciences, (Market) research, Usability, Sport, Education
Ergoneers Mobiles eye tracking, Software Transport, Market researcj, Usability, Biomechanics, Sport
Pupil Labs Mobiles eye tracking, Software Research (vision)
Gaze Hawk Software Usability
Eyezag External systems Market research, Consumer research, Usability
Seeing Machines External systems Automotive, Traffic
Eyeware Software Research (academic, industrial), Consumer
SR Research External systems, Mobile eye tracking Research (children, language, cognitive illness), Attention
PRS IN VIVO Software, Service Market research, Purchasing behavior
Eyetech External systems Assistive technology, Automotive, Entertainment, Medicine, Research, Security
Lumen Research External systems, Mobile eye tracking Attention
Arrington Research External systems, Mobile eye tracking -
Gazepoint External systems Market/ consumer research, Development (Human Computer Interaction)
Tabelle:Neumann,V.,2018
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Tower-Mounted Eye Tracking
Head of the test person is fixed in the device
Three techniques ca be distinguished:
o Pan tilt systems: mechanically movable components
enable the camera (optics) to track the test person´s
head movements
o Tilting mirror systems: camera and optics remain fixed
in space, servo-driven mirrors allow tracking of the eye
during head movements
o Fixed camera systems: these systems do without any
mechanically moving components and achieve freedom
of movement by means of image processing methods
Advantage: Delivers more accurate results in higher image
frequency, disadvantage: intrusive, immobile
Image: Fa. SR Research
EyeLink 1000
tower mounted
eye tracker
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Remote Eye Tracking
Enables non-contact measurements, eliminating the
need for mechanical components such as
transmission cables or chin restraints
The test person can move freely within a certain
range of motion after successful calibration
Compensation of head movements: a person can fix
a place and perform head movements without
losing the fixation location
To register eye movements on a computer screen,
the components of the device can either be
installed directly in a screen or mounted below or
next to it
Advantage: not intrusive, disadvantage: immobile
Remote
Eyetracker
(integrated in
screen)
TobiiImage: Tobii
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Mobile systems
Eye tracking solutions are installed in glasses
frames or similar and are connected to a portable
computer
One camera system is pointed on the
environment (world cam), one on the pupil (eye
cam)
An algorithm projects one into the other
These systems make it possible to largely observe
people in natural interaction with products and
media
Possible applications outside the laboratory
Advantage: mobile, disadvantage: intrusive
Mobile eye
tracker
Eye squere
Image: eve spare
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Eye attached tracking
The position and orientation of an object connected
with the eye (e.g. a specific contact lens) can be
measured:
Reflection of mirrored contact lenses is recorded by a
camera
Electromagnetic tracking by means of a search coil:
contact lenses provided with coils are exposed to a
magnetic field eye movement can be calculated
from induced tension
Photoelectric tracking: photoelectric sensors conduct
electricity as a function of the incident light and thus
of the eye movement
Video-based tracking of artificial markers (black dots
on the sclera)
Mirror
reflection
systems
Search
Coil
Photo-
electric
limbus
tracker
Image: Holqvist, K; Andersson 2017
Image: Duchowski, A. T., 2017
Image: Gilroy, H., 2018
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Electric potential measurement
Measuring the electrical potential by positioning
electrodes around the eye
Electrooculograms (electro-oculography - EOG)
measure the electrical voltage between the retina
(negative pole) and the cornea (positive pole)
Imec, a research center for nanoelectronics and
digital technologies, has introduced a fast, wireless
eye tracking system (ITF Belgium 2018) based on
EOG
o Five dry contact electrodes on glasses
o Ergonomic design of everyday glasses
o Sampling rates of 256 per second
Example of an EOG
system
Image: imec
Fast, wireless eye
tracking
ergonomically
designed
Image: Duchowski, A. T., 2017
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Optical detection - Oculography
1. Oculography
Optical detection of eye properties during rotation
and translation
Measurands of oculography
o Pupil shape
o Eyelid angle and cornea curvature
o Position of the limbus
o Retina
o Position face and eyes
Two fundamentally different methods can be
distinguished regarding the evaluation of these
measured values:
o Regression analysis (appearance-based approach)
o Parametric-geometric fitting
Retina
characteristics
around the visual
nerve
Example pupil
forms
Example of a
bright pupil
Image: Duchowski, A. T., 2017
Image: N.N., 2018
Image: Duchowski, A. T., 2017
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Optical detection - Oculography
Regression analysis (appearance-based approach): The captured 2D image is
compared to and merged with previously acquired images that have already been
logically assigned to a meaning
Parametric geometric fitting – today used for eyes and face
o Eyes: geometric image recognition, in which image features are mathematically
detected fitting of a known geometric primitive
o Face: Face-model-based approach determines
facial features from the 2D image
Camera images of
eyes for evaluation
The feature-based
evaluation„Iris-
Fitting“
Optical determination
of facial characteristics
from a 2D image
19
Image: Eyeware
Image: Eyeware
Image: tobii
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Optical detection - Oculography
Advantages of oculography:
+ Mostly non-intrusive procedure (exception: retina tracking)
+ Falling prices of digital camera systems
+ Retina tracking is very accurate
Disadvantages of oculography:
- Retina tracking is intrusive
- Regression analysis, parametric-geometric fitting and face-model-based
approach are less accurate/ reliable
- Dependency on lighting conditions
- If only one camera is used, 3D spatial information is missing; oculography is
unable to determine the focal point
- Stereoscopic camera systems limit the working space
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Optical detection – Infrared or LASER reflection
2. Infrared or LASER (light amplification by stimulated
emission of radiation) reflection
For the absolute direction of view, several eye features
must be measured, so that the head movement can be
distinguished from the eye rotation
Measuring principles of infrared or LASER reflection
o Pupil center-cornea-reflection (PCCR): measurement of
corneal reflection (also called Purkinje reflections/ image)
relative to the pupil center
o Dual Purkinje Imaging (DPI) eye trackers: also measure the
fourth Purkinje image differentiate between
translational and rotational eye movement; DPI-Eye
trackers are very precise, but the viewer's head has to be
fixed
o The regression analysis or the parametric-geometric fitting
can be used to determine the pupil center
The four Purkinje-
reflections
The user of this DPI
eye tracker fixes her
head by biting in a
fixed dental imprint
Image: Duchowski, A. T., 2017
Image: Duchowski, A. T., 2017
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Optical detection – Infrared or LASER reflection
Advantages of infrared/ LASER reflection:
+ PCCR systems are not intrusive (exception: mobile PCCR glasses)
+ If multiple cameras are used, the estimation of the head position in absolute 3D
space is also possible
+ If (non-visible) infrared light is used, the entire setup is more independent of the
given lighting situation
Disadvantages of infrared/ LASER reflection:
- DPI systems are intrusive
- Natural sunlight interferes with the use of outdoor PCCR and DPI trackers
- Limited range (about 1m)
- If several cameras are used to generate 3D information, the working space is
additionally reduced
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Optical recording – 3D Tracking
3. 3D Tracking
Measurement of the absolute head position in 3D space
Predominant technological approaches when using separate
tracking systems:
o Inertial measuring systems: determine position and angle
changes by integrating the acquired accelerations. The
incorporation of additional sensors (for example magnetic
field sensors) gives the designation nine-degree of inertial
measuring system (9DOF-IMU). 9DOF IMUs are cost
effective, enable fast measurements, but do not handle
absolute tracking.
o Optical tracking: Infrared cameras detect active (IR LEDs)
or passive (IR reflectors) IR light spots arranged in a
specific spatial structure. The computer can calculate the
position and orientation of the observed object from the
pattern of the IR light spots, which is detected by at least
two cameras.
Shutter glasses
(Volfoni ) which
enables stereoscopic
vision, combined
with an eye tracker
system of SMI and
an external optical
tracking system of
A.R.T.
Head Mounted
Display (HMD)
"Vive" with
assigned tracking
cameras (black
cubes) and input
devices/ controller
Image: HTC
Image: itersnews, 2018
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Optical recording – 3D Tracking
Using 3D depth cameras
o Camera systems that - unlike normal analog or
digital cameras that display grayscale or color
values of objects - allow the representation of
distances of an entire scene.
o 3D camera and outside-in-tracking: regarding the
outside-in-tracking, the tracker (here: the 3D
camera) is located in the reference, i.e. in the fixed
spatial environment, and "looks" at the moving,
tracked object (such as a flystick or the user's head)
Microsoft Kinect
system with
explanation of the
integrated sensors
Image: Microsoft
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Optical recording – 3D Tracking
Measurement of head geometry
3D cameras can generate a 3D image of their
environment. Eyeware uses this approach to create a
user-specific 3D model of the head. Thereby the precise
head geometry is known.
Measurement of the position of the eyes
Using a laser, an eye tracker scans circularly over the iris,
which reproduces the torsion rotation of the iris by
comparing the striation on successive recordings. These
trackers can thus determine the 3D position of the eye in
the head coordinate system. Commercial tracking
systems currently do not use this technology.
Eyeware 3D head
modelImage: Eyeware
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Optical recording – 3D Tracking
Advantages of 3D Tracking
+ Separate tracking systems can achieve long ranges (10-20m) and, when connected in parallel,
a large working space (e.g. 10m x 50m)
+ 3D cameras are inexpensive
+ 3D cameras are not intrusive
+ 3D cameras provide 3D head position and orientation information
+ 3D cameras can create a 3D image of the head more precise localization of the eyes
Disadvantages of 3D Tracking
The LASER detection according to Irie is intrusive and costly
Separate tracking systems are usually costly. 9DOF IMUs are inexpensive, but can not be used
as a stand-alone system, as they do not allow absolute tracking.
Separate tracking systems are almost always intrusive. Markerless motion capturing tracks
primarily the trunk, arms, hands, legs and feet. The accuracy of the detection of the head
would be insufficient to derive a viewing direction.
.
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Usability
Used by User Experience (UX) and Human-Computer
Interaction (HCI) researchers
Exploring usability in human-computer interactions
Explaining human behavior based on objective data
Use in the field of software ergonomics: usability tests
analyze the perception of test persons during the
execution of tasks with software or on a website
Use in the ergonomic, UX and HCI-compliant design of
all machine operations (e.g. kiosk systems) and cockpit
systems of any vehicle (e.g. cars)
Examination of
the usability of a
railway station
displayImage: Kuerzel, E., 2018
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Market research
A method to objectively measure the attention of
consumers and their spontaneous reaction to
advertising messages effective design of
communication
Research aspects include the design of sales
packaging, retail stores, point-of-sale promotions,
websites, newspapers and magazines and product
design
Market research
with eye tracking:
supermarket testImage: Kuerzel, E., 2018
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Film
Motion control of the extremities (also gestures) of
virtual avatars in animated films by actors using
Motion Capturing
The technique is also used for capturing facial
expressions
Meanwhile, the capturing repertoire includes eye
tracking
Pascal Langdale as Caleb Smith in Faster
than Night photo by Vanessa Shaver, 3D
model by Dionisios Mousses/SIRT Centre
Image: Gilroy, H., 2018
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Psychology
Applications in psychology and neuroscience to
understand how and why eye movements arise and
how we visually capture information
Examination aspects are image and movement
perception
Eye tracking/
cognitive
neuroscienceImage: Crane, H.D., 1978
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Ergonomics
Eye tracking is used in ergonomics in order to
evaluate performance, compare novices with
experts, develop effective training protocols and
cognitive strategies
The same applies to the ergonomic, intuitive and
efficient design of work systems in terms of
usability
Image: Usability.gov
Image: TU
Chemnitz
Image: TU
Chemnitz
Eye tracking
examinations in
a usability lab
Heat Maps
represent where
and how long
the attention is
directed
Image: Usability.gov
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Medicine
Eye lasers: eye tracking measures the movements
of the eye and adjusts the laser. Possibly the laser
will be switched off until the eye has regained the
desired position.
Increasing importance in psychiatry (more reliable
and earlier diagnoses, such as autism, ADHD)
In competitive sports, there is great interest in
finding out how to train sport-specific eye
movement strategies
Optimization/ support of the work of a doctor:
checking the concentration (on the right place),
control of functions with the eyes
High speed
trackingImage: Irie, K., 2002
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Educational sciences
Eye tracking is used in educational science to study
learning processes
In addition, classrooms and laboratories are
equipped with this technology in order to educate
the next generation in the use of eye tracking in a
wide variety of areas
Tobii Pro eye
tracking
reveals
student
attention in
classroomImage:
tobiipro.com
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Security
Driving assistance systems
o By using eye tracking technologies, the driver's
condition can be monitored and supported based on
the opening degree of the eye, the head posture,
including movements, and the rate of blinks
o Thereby microsleep, inattention and loss of control
can be prevented
Smart home, device and data security, public
events capturing persons, behavioral patterns
Application Fields
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Virtual Reality
HMD integrated eye tracking was immediately an
issue with the advent of low-cost HMDs
Autostereoscopic display systems based on
parallax barrier technology are aligned with the
viewer's position relative to the display. Therefore
the position of the viewer´s eyes must be known.
Development of the technology "Foveated
Rendering": The main burden of the GPU is to be
concentrated on the areas of a 3D scene that the
user focuses on; whereas marginal areas should
be allocated less GPU capacity prerequisite: eye
tracking
Main areas of application: usability, design
studies, market research
SMI for
Oculus Rift at
Carrefour
Arrington
Research
Eyeframe
FOVE:
HMD with
integrated eye
trackingImage: FOVE
Image: FH Kufstein
Image: mellottsvrpage.com
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Summary
Application fields
• Usability
• Market research
• Film
• Psychology
• Ergonomics
• Medicine
• Educational sciences
• Security
• Virtual Reality
Eye tracking-
Measurement
methods
• Eye attached tracking
• Electric potential
measurement
• Optical methods
• Oculography
• Infrared or LASER
reflection
• 3D tracking
Eye tracking-
Construction types
• Tower-Mounted Eye
Tracking
• Remote Eye Tracking
• Mobile systems
Summary
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Summary
There is a variety of different types and methods of eye trackers today. These are
very different in terms of usage context, measurement, precision and price.
The contact lens method and the electrical potential measurement no longer
have any practical significance on the market today. DPI trackers are of very close
medical importance.
Today, eye tracking is done using optical techniques: oculography and pupil
center-cornea-reflection (PCCR) are the dominating procedures. The use of 3D
cameras is not yet a product on the market.
For HCI examinations, external systems are often used because they are not
intrusive and the workspace with the interaction space in front of the machine
interface is restricted anyway.
High-precision, space-stable installation systems, such as for retina detection, are
used primarily in medical applications.
There is not the "best" eye tracking system (dependency on the application).
Summary
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Sources
Bergstrom, Jennifer Romano; Schal, Andrew:
Eye Tracking in User Experience Design.
Morgan Kaufmann, 2014, ISBN 978-0-12-
416709-4.
Crane, H.D.; Stelle, C.M.: Generation-V dual-
Purkinje-image eyetracker. Applied Optics,
17(5), 1978, S. 527-537
Duchowski, Andrew T.: Eye Tracking
Methodology. Theory and Practice. Third
Edition. Spring-er-Verlag, London, 2017
Eye Tracking Market 2018 Leading Growth
Drivers, Emerging Audience, Segments, Sales,
Prof-its & Analysis [aus:
http://www.crossroadstoday.com/story/37763
460/eye-tracking-market-2018-leading-
growth-drivers-emerging-audience-segments-
sales-profits-analysis]
Gilroy, H.: Facial Capture. Online unter:
https://praxistheatre.com/author/fasterthannig
ht/ page/2/; abgerufen am 31.3.2018
Holmqvist, K.; Andersson, R.: Eye Tracking. A
comprehensive guide to methods, paradigms,
and measures. Second edition. Lund Eye
Tracking Research Institute AB, Lund, 2017
itersnews: Displays. 3D eye tracking smart
glass gives immersive 3D gaming experience.
Online unter: http://itersnews.com/?p=24045;
abgerufen am 31.3.2018
Kuerzel, Eric: How Eye Tracking is Driving the
Next Generation of AR and VR; online unter:
https://vrscout.com/news/eye-tracking-driving-
next-generation-ar-vr/; abgerufen am
31.3.2018
Lobe, Adrian: Schau mir in die Augen, Kunde.
In: TagesWoche am 31.01.2015; online unter
https://tageswoche.ch/allgemein/schau-mir-in-
die-augen-kunde/; abgerufen am 31.3.2018
abgerufen am 31.3.2018
tobii: Was ist Ihr Anwendungsfeld?; online
unter:
https://www.tobiipro.com/de/anwendungsfeld
er/ ; abgerufen am 31.3.2018
tobii: Year-End Report January – December
2017; online unter:
https://www.tobii.com/group/
investors/calendar/year-end-report-q4-2017/;
abgerufen am 31.3.2018
Nielsen, Jakob; Pernice, Kara: Eyetracking
Web Usability. New Riders Publishing,
Thousand Oaks, CA, USA 2009, ISBN 978-0-
321-49836-6.
Irie, K.; et al.: LASER-based eye-tracking
system. Behavior Research Methods, 34(4),
2002, S. 561-572
VDC and Visual Sweden members regarding this topic
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