SaFiDe: Detection of saccade and fixation periods based on eye-movement attributes from video-oculography, scleral coil or electrooculography data

In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electroocul...

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Published inMethodsX Vol. 10; p. 102041
Main Authors Madariaga, Samuel, Babul, Cecilia, Egaña, José Ignacio, Rubio-Venegas, Iván, Güney, Gamze, Concha-Miranda, Miguel, Maldonado, Pedro E, Devia, Christ
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 01.01.2023
Elsevier
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Online AccessGet full text
ISSN2215-0161
2215-0161
DOI10.1016/j.mex.2023.102041

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Abstract In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository.•The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks.•Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data. [Display omitted]
AbstractList In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository. • The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks. • Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data.
In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository.•The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks.•Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data. [Display omitted]
In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository.•The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks.•Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data.In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository.•The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks.•Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data.
In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human and nonhuman primate data from video- and coil-recorded eye traces and further applied the algorithm to eye traces computed from electrooculograms. All the data analyzed were from free-exploration paradigms, where the main challenge was to detect periods of saccades and fixations that were uncued by the task. The method uses velocity and acceleration thresholds, calculated from the eye trace, to detect saccade and fixation periods. We show that our fully deterministic method detects saccades and fixations from eye traces during free visual exploration. The algorithm was implemented in MATLAB, and the code is publicly available on a GitHub repository.•The algorithm presented is entirely deterministic, simplifying the comparison between subjects and tasks.•Thus far, the algorithm presented can operate over video-based eye tracker data, human electrooculogram records, or monkey scleral eye coil data. Image, graphical abstract
ArticleNumber 102041
Author Babul, Cecilia
Maldonado, Pedro E
Egaña, José Ignacio
Devia, Christ
Güney, Gamze
Rubio-Venegas, Iván
Concha-Miranda, Miguel
Madariaga, Samuel
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Cites_doi 10.1016/j.mayocpiqo.2020.02.003
10.1152/jn.00076.2008
10.3758/s13428-017-1008-1
10.1007/s00464-018-6513-5
10.3389/fnhum.2019.00213
10.1016/j.visres.2015.05.012
10.3389/fneur.2014.00137
10.1016/j.physbeh.2018.03.002
10.1111/psyp.13706
10.3389/fpsyt.2013.00037
10.1016/j.tics.2019.04.006
10.1016/j.tree.2020.01.003
10.13075/ijomeh.1896.00317
10.1007/s00464-011-1802-2
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Keywords Eye-tracking technology
Saccades
Electrooculography
Fixation
Saccade and fixation detection from eye-trace data (SaFiDe)
Eye movement measurements
Language English
License This is an open access article under the CC BY license.
2023 The Authors. Published by Elsevier B.V.
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References Devia, Montefusco-Siegmund, Egaña, Maldonado (bib0003) 2017
Kapitaniak, Walczak, Kosobudzki, Jóźwiak, Bortkiewicz (bib0009) 2015; 28
Ting, Velazquez, Cusimano (bib0019) 2014; 5
Duchowski (bib0004) 2017
Thomas, Steffens, Harms, Rossell, Gurvich, Ettinger (bib0018) 2021; 58
Maldonado, Babul, Singer, Rodriguez, Berger, Grün (bib0014) 2008; 100
Liversedge, Gilchrist, Everling (bib0013) 2011
Billington, Webster, Sherratt, Wilkie, Hassall (bib0002) 2020; 35
Ashraf, Sodergren, Merali, Mylonas, Singh, Darzi (bib0001) 2017; 40
Lang, Bradley, Cuthbert (bib0012) 2008
Egaña, Devia, Mayol, Parrini, Orellana, Ruiz, Maldonado (bib0005) 2013; 4
Hershman, Henik, Cohen (bib0008) 2018; 50
Fichtel, Lau, Park, Parker, Ponnala, Fitzgibbons, Safford (bib0006) 2019; 33
Findlay, Gilchrist (bib0007) 2003
Kelm, Morrow, Kennedy, Beckman (bib0010) 2020; 4
Waite, Grigorian, Alexander, Macknik, Carrasco, Heeger, Martinez-Conde (bib0020) 2019; 13
Yarbus (bib0022) 1967
Land, Tatler (bib0011) 2009
Muñoz-Leiva, Hernández-Méndez, Gómez-Carmona (bib0015) 2019; 200
Sinn, Engbert (bib0016) 2016; 118
Snell, Grainger (bib0017) 2019; 23
Wilson, Vine, Bright, Masters, Defriend, McGrath (bib0021) 2011; 25
Ashraf (10.1016/j.mex.2023.102041_bib0001) 2017; 40
Land (10.1016/j.mex.2023.102041_bib0011) 2009
Liversedge (10.1016/j.mex.2023.102041_bib0013) 2011
Fichtel (10.1016/j.mex.2023.102041_bib0006) 2019; 33
Snell (10.1016/j.mex.2023.102041_bib0017) 2019; 23
Lang (10.1016/j.mex.2023.102041_bib0012) 2008
Kapitaniak (10.1016/j.mex.2023.102041_bib0009) 2015; 28
Thomas (10.1016/j.mex.2023.102041_bib0018) 2021; 58
Devia (10.1016/j.mex.2023.102041_bib0003) 2017
Duchowski (10.1016/j.mex.2023.102041_bib0004) 2017
Kelm (10.1016/j.mex.2023.102041_bib0010) 2020; 4
Egaña (10.1016/j.mex.2023.102041_bib0005) 2013; 4
Yarbus (10.1016/j.mex.2023.102041_bib0022) 1967
Maldonado (10.1016/j.mex.2023.102041_bib0014) 2008; 100
Ting (10.1016/j.mex.2023.102041_bib0019) 2014; 5
Hershman (10.1016/j.mex.2023.102041_bib0008) 2018; 50
Waite (10.1016/j.mex.2023.102041_bib0020) 2019; 13
Wilson (10.1016/j.mex.2023.102041_bib0021) 2011; 25
Muñoz-Leiva (10.1016/j.mex.2023.102041_bib0015) 2019; 200
Billington (10.1016/j.mex.2023.102041_bib0002) 2020; 35
Sinn (10.1016/j.mex.2023.102041_bib0016) 2016; 118
Findlay (10.1016/j.mex.2023.102041_bib0007) 2003
References_xml – volume: 28
  start-page: 941
  year: 2015
  end-page: 954
  ident: bib0009
  article-title: Application of eye-tracking in drivers testing: a review of research
  publication-title: Int. J. Occup. Med. Environ. Health
– year: 2008
  ident: bib0012
  publication-title: International Affective Picture System (IAPS): Affective ratings of Pictures and Instruction Manual
– volume: 118
  start-page: 132
  year: 2016
  end-page: 143
  ident: bib0016
  article-title: Small saccades versus microsaccades: experimental distinction and model-based unification
  publication-title: Vis. Res.
– volume: 23
  start-page: 537
  year: 2019
  end-page: 546
  ident: bib0017
  article-title: Readers are parallel processors
  publication-title: Trends Cogn. Sci. Regul. Ed.
– volume: 13
  start-page: 213
  year: 2019
  ident: bib0020
  article-title: Analysis of perceptual expertise in radiology – current knowledge and a new perspective
  publication-title: Front. Hum. Neurosci.
– volume: 100
  start-page: 1523
  year: 2008
  end-page: 1532
  ident: bib0014
  article-title: Synchronization of neuronal responses in primary visual cortex of monkeys viewing natural images
  publication-title: J. Neurophysiol.
– volume: 4
  start-page: 339
  year: 2020
  end-page: 344
  ident: bib0010
  article-title: Feasibility and utility of an eye-tracking device for assessing teachers of invasive bedside procedures
  publication-title: Mayo Clin. Proc. Innov. Qual. Outcomes
– year: 2003
  ident: bib0007
  article-title: Active Vision: The Psychology of Looking and Seeing
– year: 2009
  ident: bib0011
  article-title: Looking and Acting: Vision and Eye Movements in Natural Behaviour
– volume: 33
  start-page: 2249
  year: 2019
  end-page: 2256
  ident: bib0006
  article-title: Eye tracking in surgical education: gaze-based dynamic area of interest can discriminate adverse events and expertise
  publication-title: Surg. Endosc.
– volume: 40
  start-page: 1
  year: 2017
  end-page: 8
  ident: bib0001
  article-title: Eye-tracking technology in medical education: a systematic review
  publication-title: Med. Teach.
– volume: 5
  start-page: 137
  year: 2014
  ident: bib0019
  article-title: Eye movement measurement in diagnostic assessment of disorders of consciousness
  publication-title: Front. Neurol.
– volume: 4
  start-page: 37
  year: 2013
  ident: bib0005
  article-title: small saccades and image complexity during free viewing of natural images in schizophrenia
  publication-title: Front. Psychiatry
– year: 2017
  ident: bib0004
  article-title: Eye Tracking Methodology: Theory and Practice
– volume: 200
  start-page: 83
  year: 2019
  end-page: 95
  ident: bib0015
  article-title: Measuring advertising effectiveness in travel 2.0 websites through eye-tracking technology
  publication-title: Physiol. Behav.
– volume: 35
  start-page: 495
  year: 2020
  end-page: 502
  ident: bib0002
  article-title: The (under)use of eye-tracking in evolutionary ecology
  publication-title: Trends Ecol. Evol. AMST
– volume: 58
  start-page: e13706
  year: 2021
  ident: bib0018
  article-title: Schizotypy, neuroticism, and saccadic eye movements: new data and meta-analysis
  publication-title: Psychophysiology
– start-page: 171
  year: 1967
  end-page: 211
  ident: bib0022
  publication-title: Eye movements during perception of complex objects, Eye movements and vision
– year: 2011
  ident: bib0013
  publication-title: The Oxford handbook of eye movements
– volume: 25
  start-page: 3731
  year: 2011
  end-page: 3739
  ident: bib0021
  article-title: Gaze training enhances laparoscopic technical skill acquisition and multi-tasking performance: a randomized, controlled study
  publication-title: Surg. Endosc.
– volume: 50
  start-page: 107
  year: 2018
  end-page: 114
  ident: bib0008
  article-title: A novel blink detection method based on pupillometry noise
  publication-title: Behav. Res. Methods
– start-page: 144477
  year: 2017
  ident: bib0003
  article-title: Precise timing of sensory modulations coupled to eye movements during active vision
  publication-title: BioRxiv
– year: 2011
  ident: 10.1016/j.mex.2023.102041_bib0013
– start-page: 171
  year: 1967
  ident: 10.1016/j.mex.2023.102041_bib0022
– volume: 4
  start-page: 339
  issue: 3
  year: 2020
  ident: 10.1016/j.mex.2023.102041_bib0010
  article-title: Feasibility and utility of an eye-tracking device for assessing teachers of invasive bedside procedures
  publication-title: Mayo Clin. Proc. Innov. Qual. Outcomes
  doi: 10.1016/j.mayocpiqo.2020.02.003
– volume: 40
  start-page: 1
  issue: 1
  year: 2017
  ident: 10.1016/j.mex.2023.102041_bib0001
  article-title: Eye-tracking technology in medical education: a systematic review
  publication-title: Med. Teach.
– volume: 100
  start-page: 1523
  issue: 3
  year: 2008
  ident: 10.1016/j.mex.2023.102041_bib0014
  article-title: Synchronization of neuronal responses in primary visual cortex of monkeys viewing natural images
  publication-title: J. Neurophysiol.
  doi: 10.1152/jn.00076.2008
– year: 2008
  ident: 10.1016/j.mex.2023.102041_bib0012
– year: 2009
  ident: 10.1016/j.mex.2023.102041_bib0011
– year: 2003
  ident: 10.1016/j.mex.2023.102041_bib0007
– volume: 50
  start-page: 107
  issue: 1
  year: 2018
  ident: 10.1016/j.mex.2023.102041_bib0008
  article-title: A novel blink detection method based on pupillometry noise
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-017-1008-1
– start-page: 144477
  year: 2017
  ident: 10.1016/j.mex.2023.102041_bib0003
  article-title: Precise timing of sensory modulations coupled to eye movements during active vision
  publication-title: BioRxiv
– volume: 33
  start-page: 2249
  issue: 7
  year: 2019
  ident: 10.1016/j.mex.2023.102041_bib0006
  article-title: Eye tracking in surgical education: gaze-based dynamic area of interest can discriminate adverse events and expertise
  publication-title: Surg. Endosc.
  doi: 10.1007/s00464-018-6513-5
– volume: 13
  start-page: 213
  year: 2019
  ident: 10.1016/j.mex.2023.102041_bib0020
  article-title: Analysis of perceptual expertise in radiology – current knowledge and a new perspective
  publication-title: Front. Hum. Neurosci.
  doi: 10.3389/fnhum.2019.00213
– volume: 118
  start-page: 132
  year: 2016
  ident: 10.1016/j.mex.2023.102041_bib0016
  article-title: Small saccades versus microsaccades: experimental distinction and model-based unification
  publication-title: Vis. Res.
  doi: 10.1016/j.visres.2015.05.012
– volume: 5
  start-page: 137
  year: 2014
  ident: 10.1016/j.mex.2023.102041_bib0019
  article-title: Eye movement measurement in diagnostic assessment of disorders of consciousness
  publication-title: Front. Neurol.
  doi: 10.3389/fneur.2014.00137
– volume: 200
  start-page: 83
  year: 2019
  ident: 10.1016/j.mex.2023.102041_bib0015
  article-title: Measuring advertising effectiveness in travel 2.0 websites through eye-tracking technology
  publication-title: Physiol. Behav.
  doi: 10.1016/j.physbeh.2018.03.002
– volume: 58
  start-page: e13706
  issue: 1
  year: 2021
  ident: 10.1016/j.mex.2023.102041_bib0018
  article-title: Schizotypy, neuroticism, and saccadic eye movements: new data and meta-analysis
  publication-title: Psychophysiology
  doi: 10.1111/psyp.13706
– volume: 4
  start-page: 37
  year: 2013
  ident: 10.1016/j.mex.2023.102041_bib0005
  article-title: small saccades and image complexity during free viewing of natural images in schizophrenia
  publication-title: Front. Psychiatry
  doi: 10.3389/fpsyt.2013.00037
– volume: 23
  start-page: 537
  issue: 7
  year: 2019
  ident: 10.1016/j.mex.2023.102041_bib0017
  article-title: Readers are parallel processors
  publication-title: Trends Cogn. Sci. Regul. Ed.
  doi: 10.1016/j.tics.2019.04.006
– volume: 35
  start-page: 495
  issue: 6
  year: 2020
  ident: 10.1016/j.mex.2023.102041_bib0002
  article-title: The (under)use of eye-tracking in evolutionary ecology
  publication-title: Trends Ecol. Evol. AMST
  doi: 10.1016/j.tree.2020.01.003
– volume: 28
  start-page: 941
  issue: 6
  year: 2015
  ident: 10.1016/j.mex.2023.102041_bib0009
  article-title: Application of eye-tracking in drivers testing: a review of research
  publication-title: Int. J. Occup. Med. Environ. Health
  doi: 10.13075/ijomeh.1896.00317
– volume: 25
  start-page: 3731
  issue: 12
  year: 2011
  ident: 10.1016/j.mex.2023.102041_bib0021
  article-title: Gaze training enhances laparoscopic technical skill acquisition and multi-tasking performance: a randomized, controlled study
  publication-title: Surg. Endosc.
  doi: 10.1007/s00464-011-1802-2
– year: 2017
  ident: 10.1016/j.mex.2023.102041_bib0004
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Snippet In this work we present SaFiDe, a deterministic method to detect eye movements (saccades and fixations) from eye-trace data. We developed this method for human...
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SubjectTerms algorithms
Electrooculography
Eye movement measurements
Eye-tracking technology
eyes
Fixation
humans
Neuroscience
Saccade and fixation detection from eye-trace data (SaFiDe)
Saccades
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Title SaFiDe: Detection of saccade and fixation periods based on eye-movement attributes from video-oculography, scleral coil or electrooculography data
URI https://dx.doi.org/10.1016/j.mex.2023.102041
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