The DOI matches its Crossref record; 16 of the 17 references it cites were found in a registry or an index.
A new method for off-line removal of ocular artifact
Abstract
A new off-line procedure for dealing with ocular artifacts in ERP recording is described. The procedure (EMCP) uses EOG and EEG records for individual trials in an experimental session to estimate a propagation factor which describes the relationship between the EOG and EEG traces. The propagation factor is computed after stimulus-linked variability in both traces has been removed. Different propagation factors are computed for blinks and eye movements. Tests are presented which demonstrate the validity and reliability of the procedure. ERPs derived from trials corrected by EMCP are more similar to a 'true' ERP than are ERPs derived from either uncorrected or randomly corrected trials. The procedure also reduces the difference between ERPs which are based on trials with different degrees of EOG variance. Furthermore, variability at each time point, across trials, is reduced following correction. The propagation factor decreases from frontal to parietal electrodes, and is larger for saccades than blinks. It is more consistent within experimental sessions than between sessions. The major advantage of the procedure is that it permits retention of all trials in an ERP experiment, irrespective of ocular artifact. Thus, studies of populations characterized by a high degree of artifact, and those requiring eye movements as part of the experimental task, are made possible. Furthermore, there is no need to require subjects to restrict eye movement activity. In comparison to procedures suggested by others, EMCP also has the advantage that separate correction factors are computed for blinks and movements and that these factors are based on data from the experimental session itself rather than from a separate calibration session.
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“The epochs were corrected for eye-movement artefacts, using the technique described in (Gratton et al., 1983), and any epoch with a signal exceeding a peak-to-peak amplitude of 200 µV for any channel was excluded.”
From Neurophysiological evidence of efference copies to inner speech (2017) · cites this paper as Gratton et al., 1983
In the citing paper
“ERN and CRN standardized residual scores (ERNresid and CRNresid) were calculated based on measuring the variance leftover in a regression equation in which one score is modeled as a predictor of another score, because they may be preferable to subtraction-based difference scores in separating error processing from response monitoring [22, 40].”
From Altered Error Monitoring and Decreased Flanker Task Accuracy in Pediatric Obsessive–Compulsive Disorder (2026) · cites this paper as [40]
In the citing paper
“The ΔERN is correlated both with the ERN and CRN and is therefore not an independent measure of either ERP [40].”
From Altered Error Monitoring and Decreased Flanker Task Accuracy in Pediatric Obsessive–Compulsive Disorder (2026) · cites this paper as [40]
In the citing paper
“Segments with eye movements and blinks were kept and corrected, adopting the standard Gratton and Coles procedure (Gratton et al., 1983).”
From Error and feedback processing in children with ADHD and children with Autistic Spectrum Disorder: An EEG event-related potential study (2008) · cites this paper as Gratton et al., 1983
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“EOG artifacts were corrected off-line using a procedure described by Gratton et al. (1983).”
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“The EEG was corrected for blinks and eye movements using the method developed by Gratton, Coles, and Donchin (1983).”
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“Eye blink and ocular corrections were made using the method developed by Gratton, Coles, and Donchin (1983) .”
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“All epochs with eye movement contamination were removed from further analysis, using an automatic (Gratton et al., 1983) method for removing eye-blink artifacts and visual procedures.”
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Turetsky, B. I., Greenwood, T. A., D, A. O. M., Radant, A. D., BRAFF, D. L., Cadenhead, K. S., Dobie, D. J., Freedman, R., Green, M. F., Gur, R. E., et al. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.06.018 · Cited by 131
“EEG Data Processing Digitized EEG and EOG recordings were bandpass filtered (1–50 Hz, 24 dB/octave) and corrected for eye blink artifacts using an established EOG correction algorithm (42).”
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“In addition, remaining ocular artifacts were corrected with the Gratton--Coles algorithm (Gratton et al. 1983).”
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“[11], it is very unlikely the frontal increased Delta and Theta is due to residual EOG.”
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“1084 www.jaacap.org The EEG for each trial was corrected for blinks and eye movements using the method developed by Gratton et al.51 Specific intervals for individual channels were rejected in each trial using a semiautomated procedure, with physiological artifacts identified by the following criteria: a voltage step…”
MethodInfluentialEOG correction: A comparison of four methods
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“The purpose of this study was to evaluate four of these correction techniques (Verleger, Gasser, & Mo¨ cks, 1982 [VGM]; Gratton, Coles, & Donchin, 1983 [GCD]; Semlitsch, Presslich, Schuster, & Anderer, 1986 [SPSA]; Croft & Barry, 2000 [CB]).”
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“The signal was off-line processed: firstly, the EEG was corrected for ocular artefacts by the procedure developed by Gratton et al. (1983).”
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“Eye movement artifacts were corrected off-line ( Gratton, Coles, & Donchin, 1983 ).”
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“EEG data were then corrected for eye-blink and eye-movement artifacts using the Gratton, Coles, and Donchin (1983) algorithm .”
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“EEG data were band-pass filtered (1–120 Hz; phase shift-free Butterworth filters), and corrected for ocular artifacts according to the Gratton and Coles algorithm.(22) Each EEG recording was segmented into 12 epochs of 10 seconds each.”
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“Unpleasant ( M =5.45, SD =.27) and pleasant ( M =5.43, SD =.27) images were matched on arousal and were more emotionally arousing than neutral images ( M =2.98, SD =.21; larger numbers indicate higher arousal).”
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Relationship between CNV and timing of an upcoming event
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Wiersema, R., Van Der Meere, J., Roeyers, H., Van, C., & Baeyens, D. (2006) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2005.01592.x · Cited by 129
Kujawa, A., Hajcak, G., Torpey, D., Kim, J., & Klein, D. N. (2012) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2011.02461.x · Cited by 126
“The EEG was corrected for blinks and eye movements using the procedures described by Gratton, Coles, and Donchin (1983).”
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Effects of aging on slowing of motor-response generation
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Steady state visual evoked potential abnormalities in schizophrenia
Krishnan, G. P., Vohs, J. L., Hetrick, W. P., Carroll, C. A., Shekhar, A., Bockbrader, M. A., & O’Donnell, B. F. (2004) · Clinical Neurophysiology · doi:10.1016/j.clinph.2004.09.016 · Cited by 133
“Ocular movement artifact correction was applied using Gratton’s algorithm (Gratton et al., 1983) implemented by Vision Analyzer software (Brain Products, GMbH).”
MethodWhitford, T. J., Mathalon, D. H., Shenton, M. E., Roach, B. J., Bammer, R., Adcock, R. A., Bouix, S., Kubicki, M., De Siebenthal, J., Rausch, A. C., et al. (2011) · Psychological Medicine · doi:10.1017/s0033291710001376 · Cited by 129
“VEOG and HEOG data were used to correct EEG for eye movements and blinks by using a regressionbased algorithm (Gratton et al. 1983).”
MethodP300 event‐related potential heritability in monozygotic and dizygotic twins
Katsanis, J., Iacono, W. G., McGue, M., & Carlson, S. R. (1997) · Psychophysiology · doi:10.1111/j.1469-8986.1997.tb02415.x · Cited by 129
Smart, C. M., Segalowitz, S. J., Mulligan, B. P., Koudys, J., & Gawryluk, J. R. (2016) · Journal of Alzheimer's Disease · doi:10.3233/jad-150992 · Cited by 123
“The trials with ocular artifacts were corrected based on the Gratton-Coles correction [55] implemented in Brain Vision Analyzer.”
MethodNeural generators of the auditory evoked potential components P3a and P3b
Wronka, E., Kaiser, J., & Coenen, A. M. L. (2012) · Acta Neurobiologiae Experimentalis · doi:10.55782/ane-2012-1880 · Cited by 129
“Finally, data were corrected for eye-movement artefacts (Gratton et al. 1983).”
MethodThe FN400 is functionally distinct from the N400
Bridger, E. K., Bader, R., Kriukova, O., Unger, K., & Mecklinger, A. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.07.047 · Cited by 129
“EOG blink and movement artifacts were corrected using the modified linear regression algorithm (Gratton et al., 1983) embedded in the EEProbe software package.”
Neural markers of positive reappraisal and their associations with trait reappraisal and worry.
Moser, J. S., Hartwig, R., Moran, T. P., Jendrusina, A. A., & Kross, E. F. (2014) · Journal of Abnormal Psychology · doi:10.1037/a0035817 · Cited by 142
Xiao, Z., Wang, J., Zhang, M., Li, H., Tang, Y., Wang, Y., Fan, Q., & Fromson, J. A. (2011) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2010.11.022 · Cited by 127
“Indeed, a small ERN-like component is sometimes evident on correct response trials (Falkenstein et al., 2000; Ford 1999; Gehring and Knight, 2000; Scheffers and Coles, 2000).”
MethodDissociable Brain Mechanisms Underlying the Conscious and Unconscious Control of Behavior
van Gaal, S., Lamme, V. A. F., Fahrenfort, J. J., & Ridderinkhof, K. R. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2010.21431 · Cited by 127
“Eye movement correction was applied on the basis of the horizontal and vertical EOG, using the algorithm of Gratton, Coles, and Donchin (1983).”
The Met-allele of the BDNF Val66Met polymorphism enhances task switching in elderly
Gajewski, P. D., Hengstler, J. G., Golka, K., Falkenstein, M., & Beste, C. (2011) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2011.06.010 · Cited by 128
“Eye movement artifacts were corrected using the correction algorithm of Gratton et al. (1983).”
MethodLocalizing the development of covert attention in infants with scalp event-related potentials.
Richards, J. E. (2000) · Developmental Psychology · doi:10.1037/0012-1649.36.1.91 · Cited by 127
Electrocortical evidence for vigilance‐avoidance in Generalized Anxiety Disorder
Weinberg, A., & Hajcak, G. (2010) · Psychophysiology · doi:10.1111/j.1469-8986.2010.01149.x · Cited by 133
“Offline, all data were rereferenced to the average of the left and right mastoids, and band-pass filtered with low and high cutoffs of 0.1 and 30 Hz, respectively; eye-blink and ocular corrections were conducted per Gratton, Coles, and Donchin (1983).”
MethodInfluentialA Survey on Denoising Techniques of Electroencephalogram Signals Using Wavelet Transform
Grobbelaar, M. J., Phadikar, S., Ghaderpour, E., Struck, A. F., Sinha, N., Ghosh, R., & Ahmed, M. Z. I. (2022) · Signals · doi:10.3390/signals3030035 · Cited by 127
“Regression-based methods rely on an extra one or more regressive channels, which gives rise to a fundamental weakness in that the spectral range of some artifacts overlaps with the spectral range of an EEG signal [10].”
MethodBurden, M. J., Westerlund, A., Armony-Sivan, R., Nelson, C. A., Jacobson, S. W., Lozoff, B., Angelilli, M. L., & Jacobson, J. L. (2007) · PEDIATRICS · doi:10.1542/peds.2006-2525 · Cited by 126
Pouthas, V., Garnero, L., Ferrandez, A., & Renault, B. (2000) · Human Brain Mapping · doi:10.1002/(sici)1097-0193(200006)10:2 · Cited by 127
Analysis of the Electromagnetic Signals of the Human Brain: Milestones, Obstacles, and Goals
Gevins, A. S. (1984) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1984.325246 · Cited by 127
Intensity and Task Effects on Evoked Physiological Responses to Noise Bursts
Roth, W. T., Dorato, K. H., & Kopell, B. S. (1984) · Psychophysiology · doi:10.1111/j.1469-8986.1984.tb00228.x · Cited by 127
Bress, J. N., Meyer, A., & Hajcak, G. (2013) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2013.814544 · Cited by 131
Affective modulation of the LPP and α‐ERD during picture viewing
Cesarei, A. D., & Codispoti, M. (2011) · Psychophysiology · doi:10.1111/j.1469-8986.2011.01204.x · Cited by 126
ERP and behavioral evidence of individual differences in metaphor comprehension
Kazmerski, V. A., Blasko, D. G., & Dessalegn, B. (2003) · Memory & Cognition · doi:10.3758/bf03196107 · Cited by 126
"Where did I go wrong?" A psychophysiological analysis of error detection.
Bernstein, P. S., Scheffers, M. K., & Coles, M. G. H. (1995) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.21.6.1312 · Cited by 295
Self-citationROWE, D. L., Robinson, P. A., & RENNIE, C. J. (2004) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2004.07.004 · Cited by 126
Rapid detection of fear in body expressions, an ERP study
van Heijnsbergen, C. C. R. J., Meeren, H. K. M., Grèzes, J., & de Gelder, B. (2007) · Brain Research · doi:10.1016/j.brainres.2007.09.093 · Cited by 125
“The data were EOG corrected using the algorithm of Gratton et al. (1983) .”
ERP correlates of attention allocation in mothers processing faces of their children
Grasso, D. J., Moser, J. S., Dozier, M., & Simons, R. F. (2009) · Biological Psychology · doi:10.1016/j.biopsycho.2009.03.001 · Cited by 128
“scaled EOG values from the raw EEG data (Gratton et al., 1993).”
Tuning alpha rhythms to shape conscious visual perception
Gregorio, F. D., Trajkovic, J., Roperti, C., Marcantoni, E., Luzio, P. D., Avenanti, A., Thut, G., & Romei, V. (2022) · Current Biology · doi:10.1016/j.cub.2022.01.003 · Cited by 125
Hermens, D. F., Soei, E., Clarke, S. D., Kohn, M. R., Gordon, E., & Williams, L. M. (2005) · Pediatric Neurology · doi:10.1016/j.pediatrneurol.2004.11.009 · Cited by 125
Miltner, W. H. R., Trippe, R. H., Krieschel, S., Gutberlet, I., Hecht, H., & Weiß, T. (2005) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2005.01.012 · Cited by 131
“Correction of vertical eye movements and blinks was performed offline on single trial epochs using the procedure proposed by ( Gratton et al., 1983 ).”
MethodCicchetti, D., & Curtis, W. J. (2005) · Development and Psychopathology · doi:10.1017/s0954579405050315 · Cited by 129
The effects of fear on performance monitoring and attentional allocation
Moser, J. S., Hajcak, G., & Simons, R. F. (2005) · Psychophysiology · doi:10.1111/j.1469-8986.2005.00290.x · Cited by 136
Internal Consistency of Event-Related Potentials Associated with Cognitive Control: N2/P3 and ERN/Pe
Rietdijk, W. J. R., Franken, I. H. A., & Thurik, R. (2014) · PLoS ONE · doi:10.1371/journal.pone.0102672 · Cited by 124
“After ocular correction [28], epochs, including an EEG signal exceeding 6100 mV, were excluded from the average [23].”
MethodMacNamara, A., & Hajcak, G. (2010) · Depression and Anxiety · doi:10.1002/da.20679 · Cited by 124
“Eye blink and ocular corrections were made using the method developed by Gratton et al.([52]) Noisy data due to technical problems on isolated electrodes necessitated the replacement of data from C4 in one subject and Pz in another subject.”
MethodEffects of aging on the novelty P3 during attend and ignore oddball tasks
Friedman, D., Kazmerski, V. A., & Cycowicz, Y. M. (1998) · Psychophysiology · doi:10.1017/s0048577298970664 · Cited by 125
Gratton, G., Fabiani, M., Corballis, P. M., Hood, D. C., Goodman‐Wood, M. R., Hirsch, J., Kim, K., Friedman, D., & Gratton, E. (1997) · NeuroImage · doi:10.1006/nimg.1997.0298 · Cited by 125
“The electrophysiological recordings included bipolar vertical and horizontal EOG derivations (from above and below the right eye, respectively, and from locations 2 cm external to the outer canthi of each eye) that were used for off-line correction of the ocular artifact (Gratton et al., 1983).”
MethodSelf-citation
Metadata
- Authors
- Gratton, G., Coles, M. G. H., & Donchin, E.
- Affiliations
- University of Illinois Urbana-Champaign (US)
- ORCID
- Gratton, Gabriele
- Venue
- Electroencephalography and Clinical Neurophysiology
- Publisher
- Elsevier BV
- Published
- 1983-04
- Volume
- 55
- Issue
- 4
- Pages
- 468-484
- ISSN
- 0013-4694 (ISSN-L)
- OpenAlex
- W2114512489
- Cited by
- 5,055
- References
- 17
- Citations by year
- 2026: 89 · 2025: 127 · 2024: 154 · 2023: 139 · 2022: 177 · 2021: 178 · 2020: 223 · 2019: 213 · 2018: 235 · 2017: 253 · 2016: 267 · 2015: 263 · 2014: 283 · 2013: 301 · 2012: 276
- FWCI
- 5.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Electroencephalography and Clinical Neurophysiology (publishedVersion)
- PubMed (publishedVersion)
- Digital Commons - University of South Florida (University of South Florida) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Physical Sciences › Computer Science › Human-Computer Interaction › Gaze Tracking and Assistive Technology
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- ocular artifact removal, event-related potentials, saccades, eye movements, trial retention
- MeSH terms
- Blinking, Electroencephalography, Electrooculography, Evoked Potentials, Humans, Mathematics
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