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Introduction to Eye Tracking and Tobii Eye Trackers

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  • 8/14/2019 Introduction to Eye Tracking and Tobii Eye Trackers

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    Tobii Technology

    Tobii Eye TrackingAn introduction to eye tracking

    and Tobii Eye Trackers

    WhitePaper

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    TobiiEyeTrackingAn introduction to eye tracking

    nd Tobii Eye Trackersa January 27, 2010

    Tobii Technology AB

    Eye tracking commonly refers to the technique used to record and measure

    eye movements. In the last two to three decades we have witnessed a rapid

    evolution in eye tracking technology with systems becoming easier to

    operate and less intrusive to the test subjects. As a consequence the user

    base has also expanded with eye tracking being used more commonly in

    different research and commercial projects. The aim of this paper is to give

    a brief introduction to the human visual system, and to explain how eye

    movements are recorded and processed by Tobii Eye Trackers. Some basic

    concepts and issues related to remote eye tracking and eye movement data

    interpretation are also briefly discussed.

    Fileversion:Tobii_Whitepaper_TobiiEyeTrackingWhitepaper_270110.pdf

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    TechnologyintheUnitedStatesand/orothercountries.

    www.tobii.com

    2

    C

    1 Whystudyeyemovements?....................................................................................................................3

    ontents

    1.1 Howdoestheeyework?...................................................................................................................3

    1.2 Whydooureyesmove?....................................................................................................................4

    1.3 Whatisvisualattention?...................................................................................................................5

    1.4 Howfastishumanvisualperception?...............................................................................................5

    1.5 Whatdowestudywhenweuseeyetrackingdata?.........................................................................6

    2 HowdoTobiiEyeTrackerswork?............................................................................................................6

    2.1 Howareeyemovementstracked?....................................................................................................6

    2.2 WhatareDarkandBrightPupileyetracking?...................................................................................7

    2.3 Whathappensduringthecalibration?..............................................................................................7

    2.4 Howarefixationsdefinedwhenanalyzingeyetrackingdata?.........................................................8

    2.5 IspupilsizecalculationpossiblewithTobiiEyeTrackers?................................................................8

    2.6 Howdoesblinkingaffecteyetracking?.............................................................................................9

    2.7 Doesheadmovementaffect eyetrackingresults?..........................................................................9

    3 WhatinfluencestheaccuracyofaTobiiEyeTracker?.............................................................................9

    3.1 Eyemovements.................................................................................................................................9

    3.2 Drift..................................................................................................................................................10

    4

    Conclusion..............................................................................................................................................11

    Whatdoeseyetrackingdatatellus?.....................................................................................................11

    5

    6 Bibliographicsources.............................................................................................................................12

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    1 Whystudyeyemovements?In order to understand the reasoning behind

    studyingeyemovements, somebasic factsabout

    thehumanvisionneed tobeknown.Thissection

    provides short explanations of important terms

    andcharacteristics

    of

    human

    vision.

    1.1 Howdoestheeyework?Oureyeshavemanysimilaritieswithhowaphoto

    cameraworks:Lightreflectedfromanobjectora

    scene travels into our eyes through a lens. This

    lens concentrates and projects the light on to a

    light sensitive surface located on the back of a

    closed chamber. However, unlike a camera, the

    light sensitive surface (which in the eye is called

    the

    retina,

    see

    Figure

    2)

    is

    not

    equally

    sensitive

    everywhere. Through evolution, our eyes have

    been designed to work in both dark and light

    environmentsaswellasprovidingbothdetailand

    quick changes in what we see. This has led to

    certain compromises, e.g., that we can only see

    detailsclearlyinalimitedpartofourvisualfield(in

    theeyecalled thefovealarea).The largerpartof

    our visual field (the peripheral area) is better

    adapted to low light vision, and to detect

    movementsandregistercontrastsbetweencolors

    andshapes.

    The

    image

    produced

    by

    this

    area

    is

    blurryandlesscolorful. Betweenthesetwoareas

    wefindaregionoftransitioncalledtheparafoveal

    area, inwhichthe imagebecomesgraduallymore

    blurry as we move from the fovea into the

    peripheralarea(seeFigure1).

    The causeof thedifferences inour visual field is

    the two different kinds of light receptor cells

    available in the eye, i.e. the rods and the cone

    cells.About 94%of the receptor cells in the eye

    arerods.

    As

    mentioned

    previously,

    the

    peripheral

    areaof the retina isnot very good at registering

    color and providing a sharp image of theworld.

    Thisisbecausethisareaismostlycoveredbyrods.

    Rodsdonot requiremuch light inorder towork,

    butdo,ontheotherhand,onlyprovideablurred

    andcolorlessimageofoursurroundings.Formore

    detailed and clear vision, our eyes are also

    equipped with light receptor cells called cones

    whichmakeupabout6%of the totalnumberof

    light receptor cells inoureyes.Conesare, in the

    humaneye,

    most

    often

    available

    in

    three

    different

    varieties;one that registersblue colors,one that

    registersgreen andone that registers red.While

    being efficient in providing a clear picture, the

    cones do require much more light in order to

    function.Hence,whenwelookatthingswhenits

    darkaroundus,welosetheabilitytoseecolorand

    use mainly information registered by rods,

    providing uswith a grey scale image. Cones are

    mostly found within the fovea where they are

    tightly

    packed

    in

    order

    to

    provide

    as

    clear

    an

    imageaspossible.

    Figure2 ThehumaneyeTheretinaisalightsensitivestructureinsideoftheeye

    responsiblefortransforming lightintosignals,whicharelater

    convertedintoanimagebythevisualcortexinthebrain. The

    oveaisasectionoftheretinathatcontainsahighdensityofboth

    kindsoflightreceptorcellsfoundintheeye,i.e.ConeandRod

    cells.Rodcells,whicharemostlylocatedintheouterretina,have

    lowspatial

    resolution,

    support

    vision

    in

    low

    light

    conditions,

    do

    notdiscriminate colors,aresensitivetoobjectmovementandare

    responsiblefortheperipheralvision.Conecells,whicharedensely

    packedwithinthecentralvisualfield,functionbestinbrightlight,

    processacuteimagesanddiscriminate colors.

    Figure1ThehumanvisualfieldThisfigureisaschematicrepresentationofthehumanvisual

    ield.Themainareathatisinfocus,F,correspondstothearea

    wherewedirectourgazetothefovealarea.Asisillustratedin

    thisimage,thefovealareaisnotcircular.Hence,theareain

    ocuswillhaveaslightlyirregularshapeaswell.Withintherest

    ofthe

    visual

    field

    (the

    para

    foveal

    and

    peripheral

    areas)

    the

    imageweperceiveisblurryandthushardertointerpretand

    discriminate inhighdetail.

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    4

    1.2 Whydooureyesmove?The human visual field spans about 220 degrees

    andis,aspreviouslymentioned,dividedin3main

    regions:foveal,parafoveal,andperipheralregion.

    We primarily register visual data through the

    fovealregion

    (Figure

    1and

    Figure

    2)

    which

    constitutes less than 8% of the visual field. Even

    though this represents only a small part of our

    fieldofvision, the informationregisteredthrough

    the foveal region constitutes50%ofwhat is sent

    to the brain through our optic nerve. Our

    peripheralvisionhasa verypooracuity,which is

    illustratedinFigure1,andisonlygoodforpicking

    upmovementsandcontrasts.Thuswhenwemove

    oureyestofocusonaspecificregionofan image

    or

    object,

    we

    are

    essentially

    placing

    the

    foveal

    region of the eye on top of the area which is

    currentlywithinmainfocusofthelens inoureye.

    Thismeans thatweare consequentlymaximizing

    ourvisualprocessing resourceson thatparticular

    area of the visual field which also has the best

    imagedue to theopticcharacteristicsof theeye.

    Bylettingthefovealregionregistertheimage,the

    brain get the highest resolution possible for the

    imageoftheinterestingareatoprocessaswellas

    the most amount of data registered by the eye

    aboutthat

    area.

    Hence,

    the

    brain

    is

    able

    to

    present the best possible image of the area we

    findinterestingtous.

    Eyemovementshave3main functionswhichare

    considered important when we process visual

    information:

    1. Placetheinformationthatinterestsusonthe fovea. To do this, fixations and

    saccadesareused.Afixationisthepause

    ofthe

    eye

    movement

    on

    aspecific

    area

    of

    the visual field; and saccades the rapid

    movementsbetweenfixations.

    2. Keeptheimagestationaryontheretinainspiteofmovementsoftheobjectorones

    head.Thismovement iscommonlycalled

    asmoothpursuit.

    3. Prevent stationary objects from fadingperceptually. Movements used for this

    are called microsaccades, tremors and

    drift.

    WhatareVisualAngles?

    Oftenwhenwe readarticlesonhuman visionand

    eye

    tracking

    accuracy,

    we

    come

    across

    measurements expressed in visual angle, e.g. the

    sizeofthefovealareaisestimatedtobe12visual

    angle, or remote eye trackers have an accuracy

    between10.5. (Note:A smalleranglemeans less

    inaccuracy.)Whenwepointaflashlightonawallin

    adarkroomwecanobserve that the light formsa

    projection on thewall. The size and shape of this

    projection is related to the sizeof the light source

    and thedistancethatyoustandfromthewall.The

    reason

    the

    distance

    affects

    the

    size

    of

    the

    projection

    is because the light disperses at a specific angle

    from the source.Hence, ifwewish to specify the

    size of the projection area using a standard size

    measure(e.g.cmorcm2)ofthatflashlightwewould

    alwayshavetospecifythedistanceatwhich itwas

    measured. However, if we use the angle of

    dispersionas size indicatorwe caneasily calculate

    the projection size for multiple distances using

    simpletrigonometry.Thesamerationalityappliesto

    our visual field as images are formed through the

    projectionof

    light

    on

    the

    retina,

    i.e.

    our

    eye

    works

    asareversedflashlightthatabsorbslightinsteadof

    emittingit.

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    5

    1.3 Whatisvisualattention?Wheneverwelookattheworld,weconsciouslyor

    unconsciouslyfocus

    only

    on

    afraction

    of

    the

    total

    information thatwe couldpotentially process, in

    other words we perform a perceptual selection

    process called attention. Visually this is most

    commonly done by moving our eyes from one

    placeofthevisualfieldtoanother;thisprocess is

    oftenreferredtoasachange inovertattention

    ourgaze followsourattention shift.Even though

    weprefertomoveoureyestoshiftourattention,

    wearealsocapabletomoveourmindsattention

    to theperipheralareasofourvisual fieldwithout

    eyemovements (seeFigure1).Thismechanism is

    calledcovertattention.Althoughwecanusethese

    twomechanisms separately theymost frequently

    occur together. An example is when we are

    looking at a city landscape andwe first use our

    covertattentiontodetectashapeormovementin

    ourvisual fieldthatappearstobe interestingand

    useourperipheralvision toroughly identifywhat

    it is. We then direct our gaze to that location

    allowing our brain to access more detailed

    information.Thus

    ashift

    of

    our

    overall

    attention

    is

    commonlyinitiatedbyourcovertattentionquickly

    followedbyashiftofourovertattentionandthe

    correspondingeyemovements.

    1.4 Howfastishumanvisualperception?

    Inadditiontoonlyhavingaverylimitedsharpfield

    ofvision,oureyesarealsofairlyslowatregistering

    changes in images compared to the update

    frequencyofamoderncomputerscreen.Research

    has shown that the retinaneeds about80msof

    seeinganewimagebeforethatimageisregistered

    innormal lightconditions.Thisdoesntmeanthat

    we consciously have noticed any changes only

    thattheeyehasregisteredachange.Theabilityto

    register an image is also dependent on the light

    intensityofthatimage.Thiscanbecomparedwith

    a photographic camera where a short shutter

    speed, inabadly litenvironmentresults inadark

    andblurred image,wherehardlyanythingcanbe

    seen. However, if taking an image of something

    which is verywell lit, e.g. awindow, the shutter

    speed can be very short without this problem

    occurring. Inaddition toneeding time to register

    animage,

    the

    eye

    also

    requires

    time

    for

    the

    image

    to disappear from the retina. This is also

    dependenton the light intensity.Oneexampleof

    Figure3SceneperceptionRatherthanperceivinganobjectorasceneasawholewefixateonrelevantfeaturesthatattractourvisualattention,

    andconstructthesceneinourvisualcortexusingtheinformationacquiredduringthosefixations.

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    6

    this iswhenbeing exposed to a very bright light

    such as a camera flash where the image of the

    flashstaysontheretinalongaftertheflashinghas

    ended.

    In

    addition

    to

    the

    light

    sensitivity

    of

    the

    eye,

    how

    fastweperceivesomethingwearelookingatalso

    dependsonwhatweareobserving.Whenreading

    in normal light conditions, it has been observed

    thatmostpeopleonlyneedbetween5060msof

    seeing a word in order to perceive it. However,

    whenlookingat,e.g.,apicturepeopleneedtosee

    it for more than 150 ms before being able to

    interpretwhattheyareseeing.

    1.5 Whatdowestudywhenweuseeyetrackingdata?

    Most eye tracking studies aim to identify and

    analyzepatternsofvisualattentionof individuals

    when performing specific tasks (e.g. reading,

    searching, scanning an image, driving, etc.). In

    these studies eye movements are typically

    analyzedintermsoffixationsandsaccades.During

    eachsaccadevisualacuity issuppressedand,asa

    result,weareunabletoseeatall.Weperceivethe

    world visually only through fixations. The brain

    virtually

    integrates

    the

    visual

    images

    that

    we

    acquire through successive fixations into a visual

    sceneorobject(seeFigure3).Furthermoreweare

    only able to combine features into an accurate

    perceptionwhenwefixateandfocusourattention

    on them. The more complicated, confusing or

    interestingthosefeaturesarethe longerweneed

    toprocess themand, consequently,more time is

    spentfixatingonthem.Inmostcaseswecanonly

    perceiveandinterpretsomethingclearlywhenwe

    fixateonanobjectorareveryclosetoit.Thiseye

    mindrelationship

    is

    what

    makes

    it

    possible

    to

    use

    eye movement measurements to tell something

    abouthumanbehavior.

    2 HowdoTobiiEyeTrackerswork?

    The process of eye tracking is, from a technical

    point of view, divided into two different parts:

    registering the eye movements and presenting

    them to theuser inameaningfulway.While the

    eyetracker

    records

    the

    eye

    movements

    sample

    by

    sample, the software runningon thecomputer is

    responsible for interpreting the fixations within

    the data. This chapter is about what happens

    during an eye tracking process from a technical

    point of view and aims to answer a few of the

    questionsthatariseregardingthis.

    2.1 Howaretheeyemovementstracked?

    Eye trackinghas longbeenknownandusedasa

    methodtostudythevisualattentionofindividuals.

    There are several different techniques to detect

    and track themovements of the eyes.However,

    when it comes to remote, nonintrusive, eye

    tracking the most commonly used technique is

    PupilCentreCornealReflection (PCCR).Thebasic

    concept is tousea light source to illuminate the

    eyecausinghighlyvisiblereflections,andacamera

    to capture an image of the eye showing these

    reflections.The image capturedby the camera is

    then used to identify the reflection of the light

    sourceon thecornea (glint)and in thepupil (See

    figure4).

    We

    are

    then

    able

    to

    calculate

    avector

    formedbytheanglebetweenthecorneaandpupil

    reflectionsthedirectionofthisvector,combined

    withothergeometricalfeaturesofthereflections,

    will thenbeused to calculate thegazedirection.

    TheTobiiEyeTrackers areanimprovedversion of

    the traditional PCCR remote eye tracking

    technology(USPatentUS7,572,008).Nearinfrared

    illumination is used to create the reflection

    patternson the corneaandpupilof theeyeofa

    user and two image sensors areused to capture

    imagesof

    the

    eyes

    and

    the

    reflection

    patterns.

    Advanced image processing algorithms and a

    Figure4PupilCentreCornealReflectiontechnique(PCCR)Alightsourceisusedtocausereflectionpatternsonthecornea

    andpupilofthetestperson.Acamerawillthenbeusedto

    captureanimageoftheeye.Thedirectionofthegazeisthen

    calculatedusingtheanglesanddistances

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    7

    physiological3Dmodeloftheeyearethenusedto

    estimate thepositionof theeye inspaceand the

    pointofgazewithhighaccuracy.

    2.2 WhatareDarkandBrightPupileyetracking?

    There are two different illumination setups that

    canbeusedwithPCCReye tracking:brightpupil

    eye tracking,wherean illuminator isplacedclose

    to the optical axis of the imaging device, which

    causesthepupil toappear litup(this isthesame

    phenomenonthatcausesredeyesinphotos);and

    dark pupil eye tracking where the illuminator is

    placedawayfromtheopticalaxiscausingthepupil

    toappeardarkerthantheiris.

    Thereare

    different

    factors

    that

    can

    affect

    the

    pupil

    detectionduring remoteeye trackingwhenusing

    each one of these two techniques. For example,

    whenusing thebrightpupilmethod, factors that

    affect the size of the pupil, such as age and

    environmental light, may have an impact on

    trackability of the eye. Ethnicity is also another

    factorthataffects thebright/darkpupilresponse:

    For Hispanics and Caucasians the bright pupil

    method works very well. However, the method

    has

    proven

    to

    be

    less

    suitable

    when

    eye

    tracking

    Asians forwhom thedarkpupilmethodprovides

    bettertrackability.

    TobiiEyeTrackersoftheT/XSeriesusebothbright

    and dark pupil methods to calculate the gaze

    positionwhiletheearlier50seriesonlyuseddark

    pupileyetracking.Hence,theTobiiT/XSeriesEye

    Trackersareable todealwith largervariations in

    experimentalconditionsandethnicitythananeye

    trackerusingonlyoneofthetechniquesdescribed

    above.All

    participants

    are

    initially

    subjected

    to

    both the bright and dark pupilmethods and the

    method that is found to provide the highest

    accuracy ischosenfortheactualtesting.Duringa

    recording theTobiiTXSeriesEyeTrackersdonot

    change between bright and dark pupil tracking

    unless conditions change in a way that have a

    significantlynegativeimpactontrackability.Ifthat

    happens, the Tobii Eye Trackers conduct a new

    testwherebothmethodsareusedsimultaneouslyinorder todeterminewhichmethod is themost

    suitablefor

    the

    new

    conditions

    and

    continue

    the

    recordingusingonlytheselectedmethod.

    2.3 Whathappensduringthecalibration?

    Before an eye tracking recording is started, the

    user is taken through a calibration procedure.

    During this procedure, the eye trackermeasures

    characteristics of the users eyes and uses them

    together with an internal, physiological 3D eye

    model to calculate the gaze data. This model

    includesinformationaboutshapes,lightrefraction

    and reflectionpropertiesof thedifferentpartsof

    the eyes (e.g. cornea, placement of the fovea,

    etc.).During the calibration the user is asked to

    lookatspecificpointsonthescreen,alsoknownas

    calibrationdots.Duringthisperiodseveralimages

    of the eyes are collected and analyzed. The

    resultinginformation

    is

    then

    integrated

    in

    the

    eye

    modelandthegazepointforeachimagesampleis

    calculated. When the procedure is finished the

    quality of the calibration is illustrated by green

    lines of varying length. The length of each line

    representstheoffsetbetweeneachsampledgaze

    pointandthecenterofthecalibrationdot.

    Large offsets (long green lines, Figure 5) can be

    caused by various factors such as, the user not

    actually focusing on the point, the user being

    distractedduringthecalibrationortheeyetracker

    notbeingsetupcorrectly.However,theuserdoes

    nothave tokeep theheadcompletelystillduring

    calibrationaslongasthefocusoftheuserseyesis

    kepton

    the

    moving

    dots.

    During

    the

    calibration

    both the lightanddarkpupilmethodsare tested

    Figure5 CalibrationresultsEach

    collected

    data

    point

    is

    compared

    against

    the

    point

    on

    the

    screentheuserwasaskedtolookedat.Thelinesshowthe

    offsetbetweenthepointsandrespectivethegazepoints.

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    to identify themost suitable for the current light

    conditionsandtheuserseyecharacteristics.

    2.4 Howarefixationsdefinedwhenanalyzingeyetrackingdata?

    During a recording the Tobii T/X Series Eye

    Trackers collect raw eye movement data points

    every 16.6 or 8.3 ms (depending whether the

    sampling data rate is 60Hz or 120Hz). Each data

    pointwillbe identifiedbya timestampand x,y

    coordinates, and sent to the analysis application

    (e.g.TobiiStudiooranapplicationusingtheTobii

    SDK APIs) database running on the computer

    connectedtotheeyetracker.Inordertovisualize

    thedata

    these

    coordinates

    will

    then

    be

    processed

    further into fixations and overlaid on a video

    recordingofthestimuliusedinthetest.

    By aggregating data points into fixations the

    amountofeyetrackingdatatoprocessisreduced

    significantly. TobiiStudiousestwotypesoffixation

    filters togroup the rawdata into fixations.These

    filters are composed of algorithms that calculate

    whether raw data points belong to the same

    fixation or not. The basic idea behind these

    algorithmsis

    that

    iftwo

    gaze

    points

    are

    within

    a

    predefined minimum distance from each other

    thentheyshouldbeallocatedtothesamefixation

    inotherwordstheuserhasnotmovedtheeyes

    between the two sampling points. In the Clear

    Viewfixationfilter it isalsopossibletosetatime

    limittotheminimumlengthofafixation.Another

    function of the filters is to check if the sample

    pointsarevalid,e.g.discardingthepointswithno

    eye position data or where the system has only

    recordedoneeyeandfailedtoidentifywhetherit

    is the left or the right eye and is unable to

    estimatethefinalgazepoint.

    Graphically fixations are typically represented by

    dots (largerdots indicate a longer fixation time),

    whereas saccadesare indicatedby linesbetween

    fixations.Ascreenshotshowingallthefixationsa

    personmade on a specific image orwebpage is

    typicallycalledagazeplot(seeFigure6).Another

    popular way to visualize eye tracking data is

    through a heatmap (see Figure 7).Aheatmap

    uses different colors to show the amount of

    fixationsparticipantsmade incertainareasofthe

    image or for how long they fixated within that

    area. Red usually indicates a highest number of

    fixationsor the longest timeandgreen the least,

    with varying levels in between. An areawith no

    coloronaheatmapsignifiesthattheparticipants

    didnot

    fixate

    in

    the

    area.

    This

    does

    not

    necessarily

    meantheydidnotseeanythinginthere,butifit

    wasdetected itmayhavebeenintheirperipheral

    vision,whichmeansthatitwasmoreblurred.

    Figure6GazePlotorScanpathimageTheGazePlotvisualizationshowsthemovementsequenceandpositionoffixations(dots)andsaccades(lines)ontheobservedimageorvisualscene.Thesizeofthedotsindicatesthefixationdurationwhereasthenumberinthedotsrepresentstheorderofthefixation.GazePlotscanbeusedtoillustratethegazeactivityofasingletestparticipantoverthewholeeyetrackingsession,orseveralparticipantsinashorttimeinterval.

    Figure7HeatmapTheHeatmapvisualizationhighlightstheareasoftheimagewheretheparticipants fixated.Warmcolorsindicateareaswheretheparticipants eitherfixatedforalongtimeoratmanyoccasions.Heatmapscanbeusedtoillustratethecombinedgazeactivityofseveralparticipantsonanimageorwebpage2.5 Ispupilsizecalculation

    possiblewithTobiiEyeTrackers?

    Knowing the size of the pupil and whether it

    changesover

    time

    is

    often

    used

    when

    studying

    emotional responses to stimuli. The eye model

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    9

    usedbyTobiiEyeTrackersallows for calculations

    ofthepositionoftheeyesaswellasthepupilsize.

    Theopticalsensor registersan imageof theeyes

    whichthen isusedtocalculatetheeyemodel.As

    theeyemodelusedbyTobiiEyeTrackersprovides

    dataabout

    the

    distance

    between

    the

    eye

    and

    the

    sensor,thefirmwarecancalculatethepupilsizeby

    measuringthediameterofthepupilontheimage

    andmultiplyitwithascalingfactor.

    Severaldefinitionsexistregardingwhatshouldbe

    definedas thesizeof thepupil. In theeyemodel

    usedbyTobiiEyeTrackersthepupilsizeisdefined

    as the actual, external physical size of the pupil.

    However,inmostscientificresearchtheactualsize

    ofthepupil is less importantthan itsvariations in

    sizeover

    time.

    The

    T/X

    series

    Eye

    Trackers

    outputs

    pupil size information foreacheye togetherwith

    eachgazepointallowinganexternalsoftware(e.g.

    Tobii Studio) to record the pupil size variation

    duringaneyetrackingsession.

    2.6 Howdoesblinkingaffecteyetracking?

    Blinking is most often an involuntary act of

    shutting and opening the eyelids. During each

    blink

    the

    eyelid

    blocks

    the

    pupil

    and

    cornea

    from

    theilluminatorresultinginrawdatapointsmissing

    the x,y coordinates information. During analysis

    fixationfilterscanbeusedtoremovethesepoints

    andextrapolatethedatacorrectlyintofixations.

    Providedthattheheadmovementsarewithinthe

    eye tracker specifications, i.e. that the missing

    datapointsdonotoriginatefrommovingthehead

    awayfromtheeyetrackingbox1,itisalsopossible

    toextractinformationonblinksfromtherawdata

    collectedby

    the

    eye

    tracker.

    This

    can

    be

    done

    by

    extractingitmanuallyfromtherawdataexported

    fromTobiiStudio.

    1An eye tracking box is the area in front of an eye tracker

    withinwhichtheusercanmovewithouttheeyetrackerlosing

    theability to track theeyes.TobiiEyeTrackershavedifferent

    eye

    tracking

    boxes

    dependent

    on

    model:

    For

    trackers

    running

    in60HztheboxmeasuresaboutW:44cmxH:22cmat70cm

    fromtheeyetrackerand for120HzeyetrackersW:30xH:22

    cmat70cmdistancefromtheeyetracker.

    2.7 Doesheadmovementaffecteyetrackingresults?

    During an eye tracking session headmovements

    withintheeyetrackingboxhaveverylittleimpact

    on the gazedata accuracy. The optical sensorof

    theTobiiEyeTrackersiscomposedoftwocameras

    that capture an image of the eyes at a given

    frequency (60 Hz or 120 Hz). The two cameras

    produce two images of the eyes simultaneously

    and the respective pupil and corneal reflections

    providing the eye tracker with two different

    sourcesofinformationregardingtheeyeposition.

    This type of stereo data processing offers a

    robust calculation of the position of the eye in

    spaceandthepointofgazeevenifthepositionof

    thehead

    changes.

    Additionally the Physiological 3D Eye Model of

    eachparticipantseyeoffersanaccurateandmore

    robustway todetermine thepositionof the eye

    andpointofgazeof theparticipant independent

    ofheadmovement.

    3 WhatinfluencestheaccuracyofaTobiiEyeTracker?

    There are several factors that can affect the

    accuracyofeye trackingresults;among themare

    eye movements, the calibration procedure, drift

    andambient light.Eye trackers suchasTobiiEye

    Trackers can record saccades and fixations, pupil

    sizeandotherusefuldatawithahighaccuracy.

    3.1 EyemovementsAsmentionedat thestartof thiswhitepaperwe

    perceiveimagesorscenesbymovingoureyesand

    fixatingon

    areas

    of

    interest

    and

    that

    during

    each

    fixationweareessentiallyplacingourfoveaonthe

    area or feature we wish to extract more detail

    about.Thesizeofthefoveavariesbetween12of

    the visual field meaning that if we stand at a

    certaindistance fromanobject, theareacovered

    bythefoveawillbeaprojectionofthesizeofthe

    fovea ina12degreeangle (seeFigure8on the

    nextpage).Whenwemove the fovea inorder to

    place itonareasweare interested inwedonot

    needtoplaceitexactlycenteredandontopofthe

    areaas

    the

    projected

    area

    becomes

    larger

    and

    hence,coversmore,thefurtherawayanobjectis.

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    10

    Infact it isquitecommonthatthefoveaoverlaps

    partially on the area and that this is enough to

    extractthe levelofdetailweneed, inparticular if

    we are looking at a familiar scene or image. In

    addition,humans

    are

    generally

    unable

    to

    voluntarily direct their eyes to very precise

    locations fora longperiodof time.Duringsteady

    fixations the human eye is in constant motion;

    small involuntary movements are triggered to

    avoid perceptual fading (overstimulation of the

    lightreceptorsthatcausestheneuronstoceaseto

    respondtothestimulus).Thus,evenifweperceive

    thatweare lookingata specific spotona scene

    our eyes are actually moving between different

    locations

    around

    the

    spot.

    Even

    though

    the

    accuracyofeye trackingresultsare influencedby

    human vision accuracy limitations, this influence

    only surfaces when doing very fine grained

    accurate studies. An eye tracker can record and

    replaywhatpeoplearelookingatwithin lessthan

    acentimetersaccuracywhenmeasuringthepoint

    ofgaze

    on

    asurface

    or

    screen

    under

    normal

    test

    conditions.

    3.2 DriftDriftisthegradualdecreaseinaccuracyoftheeye

    trackingdata compared to the trueeyeposition.

    Drift can be caused by different factors, such as

    variations in eye physiology (e.g. degree of

    wetness,tears)andvariations intheenvironment

    (e.g.sunlightvariations).However,driftproblems

    only

    have

    a

    significant

    effect

    if

    the

    test

    conditions

    change radically or if the eye tracking session is

    long. In these cases it can be attenuated by

    Figure8Calculatingthesizeofthevisualangleonascreen.Inthisexampleweassumethatthefoveaisapproximately2ofvisualangleandwewanttomeasurethecorresponding sizeofthefovea

    onthescreenwhenstandingatthedistanceof64.Tocalculatethesizeoftheprojectionwecanusebasictrigonometry(seeinformation

    boxonthefigure):firstweneedtoassumethatwecandividetheprojectionofthefoveaintotwoequalrightangledtriangles(mirroring

    eachother).Thustheanglethatwewilluseintheformulawillbeequaltothevisualangledividedby2.Secondlywemeasurethedistance

    tothescreen.Wewillusethatvalueasthemeasurementofthehypotenuseofthetriangle(adjacentside). Thirdly,weapplythetwo

    values(angle/2andthedistancetothescreen)totheformulaandobtainthemeasurefortheshortestsideofthetriangle(oppositeside).

    Finally,toobtainthevalueforthesizeoftheprojectionofthevisualangleonthescreenwemultiplythevaluefortheshortestsideofthe

    trianglebytwo.

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    11

    recalibratingfrequently.Today,manyeyetrackers

    (including the Tobii T/X series) are able to cope

    wellwith drift, however extreme changes in the

    eyephysiologyduringaneye trackingsessioncan

    stillproduceasignificantdrifteffect.

    4 Whatdoeseyetrackingdatatellus?

    Eye tracking analysis is based on the important

    assumption that there is a relationship between

    fixations, our gaze and what we are thinking

    about.However,thereareafewfactorsthatneed

    to be considered for this assumption to be true

    whichwillbediscussedbelow.

    First, sometimes fixations do not necessarily

    translate into a conscious cognitive process. For

    example,duringasearchtaskonecaneasilyfixate

    brieflyonthesearchobjectandmissitspresence,

    especiallyiftheobjecthasanunexpectedshapeor

    size (commonly called change blindness). This

    happens because our expectation of what the

    object (or scene) should look likemodulates our

    visual attention and interferes with the object

    detection. This effect can be eliminated from a

    testifyougiveclearinstructionstotheparticipant,

    and/orfollow

    up

    the

    eye

    tracking

    test

    with

    an

    interviewtoassesstheparticipantsmotivationsor

    expectations.

    Second, fixations can be interpreted in different

    ways depending on the context and objective of

    thestudy.Forexample,ifyouinstructaparticipant

    to freely browse a website (encoding task), a

    higher number of fixations on an area of the

    webpage may indicate that the participant is

    interested in that area (e.g. a photograph or a

    headline)or

    that

    the

    target

    area

    is

    complex

    and

    hard to encode. However, if you give the

    participantaspecificsearch task (e.g.buyabook

    on Amazon), a higher number of fixations are

    often indicative of confusion and uncertainty in

    recognizing the elements necessary to complete

    the task. Again, a clear understanding of the

    objectiveof thestudyandcarefulplanningof the

    tests are important for the interpretation of the

    eyetrackingresults.

    Andthird,

    during

    the

    processing

    of

    avisual

    scene,

    individuals will move their eyes to relevant

    featuresinthatscene.Someofthesefeaturesare

    primarily detected by the peripheral area of our

    visual field. Due to the low acuity, a feature

    located in thisareawill lackshapeorcolordetail

    butwe are still able to use it to recognizewell

    knownstructures

    and

    forms

    as

    well

    as

    make

    quick,

    general shape comparisons. As a result, we are

    able touse theperipheralvision to filter features

    according totheirrelevancetous,forexample, if

    we generally avoid advertisement banners on

    webpages,wemightalsoavoidmovingoureyesto

    othersectionsofthewebpagethathaveasimilar

    shape simplydue to the fact thatourperipheral

    vision tellsus that theymightbebanners. The

    currenteyetracker technologywillonlyshowthe

    areasonthevisualscenethatthetestsubjecthas

    beenfixatingatandthejumpsbetweenthem(i.e.

    not the whole visual field). Thus, to fully

    understandwhyatestpersonhasbeenfixatingon

    some areas and ignoring others, it is important

    that the tests should be accompanied by some

    formofintervieworthinkaloudprotocols.

    5 ConclusionEyetracking isan importanttechniquethatoffers

    anobjective

    way

    to

    see

    where

    in

    ascene

    a

    persons visual attention is located. However, as

    withanyotheranalyticaltechnique,itisnecessary

    to havea clearmethodology that is adequate to

    thecontextandobjectivesofthestudyifwewish

    tounderstandand interprettheeyetrackingdata

    correctly.

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    6 BibliographicsourcesAnderson J.R. 1995. Visual attention. In Cognitive Psychology

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    EhmkeC.&WilsonS.2007.IdentifyingWebUsabilityProblems

    fromEyeTrackingData. InPeopleandComputersXXIHCI...

    butnotaswe know it:ProceedingsofHCI2007.Ed.Ball L.J.,

    SasseM.A.,SasC.,OrmerodA.,DixA.,BagnallP.& Ewan T.,

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    '04.

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    C.Ghaoui, IdeaGroup,Inc.Pennsylvania,pp.211 219.

    Rayner K.1998. EyeMovements inReadingand Information

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    Rayner K.2009. EyeMovements andVisualEncodingDuring

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