Introduction: Eye-Movements and Eye-Tracking Irina A. Sekerina (Higher School of Economics and CUNY) Workshop on Reading in Cyrillic ● 21 September, 2015 1
Jan 01, 2016
Introduction: Eye-Movements and Eye-TrackingIrina A. Sekerina (Higher School of Economics and CUNY)
Workshop on Reading in Cyrillic ● 21 September, 2015
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Roadmap
A. Introduction: History, Terminology, Background
B. Eye-Tracking ApplicationsC. Techniques and EquipmentD. Eye-Tracking in
Psycholinguistics: ReadingE. Models of Reading
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A. Introduction: History, Terminology,Background
A1. Some recent historyA2. Scanpaths and visual attention
A3. The eyeA4. Types of eye movements
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A1: Some [Recent] History
Alfred Luk’yanovich Yarbus (1965)*:
demonstrated sequential, but variable, viewing patterns over particular image regions
Noton and Stark (1971)**: showed that participants tend to fixate identifiable regions of interest, containing “informative details”;
coined term “scanpath” describing eye movement patterns
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1914-1986
* Ярбус, A. Л. (1965). Роль движений глаз в процессе зрения. Наука. Yarbus, A. L. (1967). Eye Movements and Vision. New York: Plenum Press.
** Noton, D., & Stark, L. (1971). Scanpaths in eye movements during pattern perception. Science, 171(3968), 308-311.
“Не ждали [Unexpected]” (by Ilya Repin, 1884)
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A2: Scanpaths and Visual Attention
Yarbus’ early scanpath recording:
1: examine at will 2: estimate wealth 3: estimate ages 4: guess previous activity
5: remember clothing
6: remember position
7: time since last visit
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A2: Scanpaths of a portrait
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A3: The Eye
The eye—“the world’s worst camera”
suffers from numerous optical imperfections...
...endowed with several compensatory mechanisms
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А3: Human visual field
The retina is a light sensitive structure inside of the eye responsible for transforming light into signals, which are later converted into an image by the visual cortex in the brain.
The fovea is a section of the retina that contains a high density of both kinds of light receptor cells found in the eye, i.e. Cone and Rod cells. 9
A4: Types of eye movements
Eye movements are mainly used to reposition the fovea
Five main classes of eye movements:
Saccadic (saccades and fixations) Smooth pursuit Vergence Vestibular Physiological nystagmus
Other types of movements are non-positional (adaptation, accommodation)
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A4: Saccades
Rapid eye movements between fixations used to reposition fovea
Voluntary and reflexiveRange in duration from 10 ms – 100 ms
Effectively blind during transitionDeemed ballistic (pre-programmed) and stereotyped (reproducible)
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A4: Fixations
Possibly the most important type of eye movement for attentional applications
90% viewing time is devoted to fixations
duration: 150 ms – 600 ms
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Duchowski, A. T. (2007).Eye-Tracking Methodology.2nd Ed. 360 p. ISBN: 978-1-84628-808-7
B. Applications
B1. Ergonomics and Human Factors
B2. Marketing and AdvertisingB3. WebsitesB4. Psychology, Psychophysics, Neuroscience
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B. Applications
Wide variety of eye tracking applications exist, each class increasingly relying on advanced graphical techniques:
AdvertisingHuman FactorsDisplaysHCI & Collaborative SystemsVirtual RealityPsychology, Psychophysics, Neuroscience
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B2: Ergonomics and Human Factors
Applications range from usability studies to testing effectiveness of cockpit displays
Examples: evaluation of tool icon groupings comparison of gaze-based and mouse interaction
organization of click-down menus testing electronic layout of pilots’ visual flight rules
testing simulators for training effectiveness
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B3: Marketing and Advertising
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Applications range from assessing ad effectiveness (copy testing) in various media (print, images, video, etc.) to disclosure research (visibility of fine print)
Examples: eye movements over print media (e.g., magazines)
eye movements over TV ads, web pages, etc.
B3: Marketing and Advertising
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Scanpaths over printed magazine ads
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B3: Websites
Most people view websites in a “F” shaped flow.
First they scan the page at the top, from left to right.
Then the eyes go back to the left and down the page.
They again scan to the right and back along the same pattern.
B4: Psychology, Psycho-physics, and Neuroscience
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Applications range from basic research in vision science to investigation of visual exploration in aesthetics (e.g., perception of art).
Examples: psychophysics: spatial acuity, contrast, sensitivity
perception: reading, natural scenery, ...
neuroscience: cognitive load, with fMRI an ERP
psycholinguistics
B4: Perception of Art (Rembrandt’s Anatomy Lesson) (Duchowski, 2007)
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small but visible differences in scanpaths similar sets of fixated image features
(a) Aesthetic group (b) Semantic group
C. Techniques and Equipment
C1. Electro-oculographyC2. Scleral contact lens/search coil
C3. Video-based combined pupil and corneal reflection
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C. Techniques and Equipment
Two broad applications of eye movement monitoring/recording techniques:
measuring position of eye relative to the head
measuring orientation of eye in space, or the “point of regard” (POR)—used to identify fixated elements in a visual scene
The most widely used apparatus for measuring the POR is the video-based corneal reflection eye-tracker
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C1: Techniques
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First method for objective eye movement measurements using corneal reflection reported in 1901
Techniques using contact lenses to improve accuracy developed in 1950s (invasive)
Remote (non-invasive) trackers rely on visible features of the eye (e.g., pupil)
Fast image processing techniques have facilitated real-time video-based systems
C1: Electro-оculography Relies on
measurement of skin’s potential differences, using electrodes placed around the eye
• most widely used method some 30 years ago (still used today)
• similar to electro-mechanical motion-capture
• measures eye movements relative to head position
• not generally suitable for POR measurement (unless head is also tracked)
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C2: Scleral Contact Lens/ Search Coil
search coil embedded in contact lens and electromagnetic field frames
• possibly most precise
• similar to electro-magnetic position/ orientation trackers used in motion-capture
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C2: Scleral Contact Lens/Search Coil
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Example of scleral suction ring insertion:
most intrusive method
insertion of lens requires care
wearing of lens causes discomfort
• highly accurate, but limited measurement range (~5°)
• measures eye movements relative to head position
• not generally suitable for POR measurement (unless head is also tracked)
C3: Video-Based Combined Pupil/ Corneal Reflection
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Head-mounted video-based eye tracker
• most suitable for (graphical) interactive systems, e.g., VR
• Monocular and binocular systems
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C3: Existing Eye-Trackers
SMI
TOBII
ISCAN
Remote system
ISCAN child head-mounted
ASL head-mounted
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C3: Existing Eye-Trackers
1997 “Kindergarten-Path” article
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2013 next to a student’s poster
C3: POR Method
A light source is used to cause reflection patterns on the cornea and pupil of the test person.
A camera will then be used to capture an image of the eye.
The direction of the gaze is then calculated using the angles and distances.
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C3: How it Works
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D. Eye-Tracking in Psycho-linguistics: Reading
D1. Visual World Eye-Tracking Paradigm
D2. Dual-Purkinjie Eye-Tracking in Reading
D3. Examples of Eye Movements in Reading (Tobii)
D4. Eye-Movement Parameters in Reading
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D1: The Visual World Eye-Tracking Paradigm
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Cooper (1974)* and Tanenhaus et al. (1995)**
The Mind-Eye hypothesis Relationship between eye fixations and the meaning of concurrently spoken sentence
Using this relationship as a research tool in cognitive psychology and psycholinguistics
Applications: Speech perception and memory Language processing
*Cooper, R. (1974). The control of eye fixation by the meaning of spoken language. Cognitive Psychology, 6, 84-107.
**Tanenhaus, M. K., Spivey-Knowlton, M. J., Eberhard, K. M., & Sedivy, J. C. (1995). Integration of visual and linguistic information in
spoken language comprehension. Science, 268(5217), 1632-34.Федорова, О. В. (2008). Методика регистрации движений глаз
Визуальный мир: шанс для сближения психолингвистических традиций. Вопросы языкознания, 6, 98–120.
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D2: Dual-Purkinjie Eye-Trackers for Reading
Dual-Purkinje image (DPI) eye tracker
so-called generation-V trackers measure the 1st and 4th Purkinje images
DPI trackers measure rotational and translational eye movements
1st and 4th reflections move together through same distance upon eye translation, but separate upon eye rotation
highly precise used to be expensive and difficult to set up
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D2: Pupil and Purkinje Images
Purkinje images appear as small white dots in close proximity to the (dark) pupil
tracker calibration is achieved by measuring user gazing at properly positioned grid points (usually 5 or 9)
tracker interpolates POR on perpendicular screen in front of user
Pupil and Purkinje images as seen by eye tracker’s camera
D3: Tobii Examples of Eye Movements in Reading
A gaze replay, recorded at 300Hz using the Tobii TX300 eye tracker, of a participant in a reading study:
https://www.youtube.com/watch?v=VBTZNydUh0w
Eye-tracking with Tobii (4-year-old child)
http://www.youtube.com/watch?v=VFIZDZwdf-0
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D4. Eye- Movement Parameters
1. Studying eye movements per se to learn about reading
2. Using eye movements in reading as a means to infer cognitive processes (e.g., language processing)
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D4. Eye-Movement Parameters
1. Saccade latency: 150-175 ms;2. Perceptual span: ~4 symbols to
the left, ~15 symbols to the right;
3. Skipping words: 2-3-letter words are skipped 75%, 8-letter words are never skipped;
4. Regressions: 10-letter spaces happen because of problems in understanding text
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D4. Eye Movements and Word Recognition in Reading
1. Word frequency2. Word familiarity3. Age of acquisition4. Number of meanings5. Morphology6. Predictability7. Plausibility
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E. Models of Reading
E1. Types of Models of ReadingE2. E-Z ModelE3. SWIFT
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E. Models of Reading
Models of reading behavior try to explain how the eye movement control system makes two fundamental decisions involved in reading:
When the eyes should move Where the gaze should land
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E1. Types of Models of Reading
1. Oculomotor control models2. Cognitive control models
1. E-Z Reader2. SWIFT
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E1: E-Z Reader Model
E-Z Reader model
http://raynerlab.ucsd.edu/Keith_Rayner.html
Rayner, K. (1978). Eye movements in reading and information processing. Psychological Bulletin, 85, 618-660.
Rayner, K. (1998). Eye movements in reading and information processing: 20 years of research. Psychological Bulletin, 124, 372-422
Keith Rayner (UCSD)1943-2015
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E2. E-Z Reader
1. 50 ms: visual uptake phase2. 75-100 ms: L1 phase of lexical
access3. Saccade planning4. L2 phase of lexical accessAccounts for frequency, predictability, spillover effects, covert attention, importance of parafoveal preview
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E3: SWIFT
Reinhold Kliegl (University of Potsdam, Germany): SWIFT Model
http://www.psych.uni-potsdam.de/people/kliegl/
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Reinhold Kliegl’s Lecture 1
11:30am-12:30pm“Distributed Processing During Fixation Durations in Reading”