Probabilistic atlases for face and biological motion perception: An analysis of their reliability and overlap
Open accessAbstract
Neuroimaging research has identified several category-selective regions in visual cortex that respond most strongly when viewing an exemplar image from a preferred category, such as faces. Recent studies, however, have suggested a more complex pattern of activation that has been heretofore unrecognized, e.g., the presence of additional patches of activation to faces beyond the well-studied fusiform face area, and the activation of ostensible face selective regions by animate motion of non-biological forms. Here, we characterize the spatial pattern of brain activity evoked by viewing faces or biological motion in large fMRI samples (N>120). We create probabilistic atlases for both face and biological motion activation, and directly compare their spatial patterns of activation. Our findings support the suggestion that the fusiform face area is composed of at least two separable foci of activation. The face-evoked response in the fusiform and nearby ventral temporal cortex has good reliability across runs; however, we found surprisingly high variability in lateral brain regions by faces, and for all brain regions by biological motion, which had an overall much lower effect size. We found that faces and biological motion evoke substantially overlapping activation distributions in both ventral and lateral occipitotemporal cortices. The peaks of activation for these different categories within these overlapping regions were close but distinct.
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The Biological Motion task also engaged regions associated with motion, body form, and face processing.
“For example, the Biological Motion task also engaged regions associated with motion, body form, and face processing (Engell and McCarthy 2013)”
From Functional Heterogeneity and Convergence in the Right Temporoparietal Junction (2016) · cites this paper as Engell and McCarthy 2013
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Kanwisher, N., McDermott, J., & Chun, M. M. (1997) · The Journal of Neuroscience · doi:10.1523/jneurosci.17-11-04302.1997 · Cited by 7,738 · cited 12× · see citing works
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Tootell, R. B. H., Reppas, J. B., Kwong, K. K., Malach, R., Born, R. T., Brady, T., Rosen, B. R., & Belliveau, J. (1995) · Journal of Neuroscience · doi:10.1523/jneurosci.15-04-03215.1995 · Cited by 1,412 · cited 2× · see citing works
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BackgroundFace-specific processing in the human fusiform gyrus
McCarthy, G., Puce, A., Gore, J. C., & Allison, T. (1997) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1997.9.5.605 · Cited by 1,127 · cited 2× · see citing works
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MethodSelf-citationTemporal Cortex Activation in Humans Viewing Eye and Mouth Movements
Puce, A., Allison, T., Bentin, S., Gore, J. C., & McCarthy, G. (1998) · Journal of Neuroscience · doi:10.1523/jneurosci.18-06-02188.1998 · Cited by 1,070 · cited 4× · see citing works
“…Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et al., 1999), and biological motion (e.g. Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Puce et al., 1998).”
BackgroundInfluentialSelf-citationHaxby, J., Horwitz, B., Ungerleider, L. G., Maisog, J. M., Pietrini, P., & Grady, C. (1994) · Journal of Neuroscience · doi:10.1523/jneurosci.14-11-06336.1994 · Cited by 1,065 · cited 2× · see citing works
“The mid -FG has been long known to show a preferential response to faces (e.g. Haxby et al., 1994; Kanwisher et al., 1997; Puce et al., 1995; Sergent et al., 1992 ), and has been termed the 'fusiform face area' on this basis (FFA; Kanwisher et al., 1997).”
BackgroundMapping striate and extrastriate visual areas in human cerebral cortex.
DeYoe, E. A., Carman, G. J., Bandettini, P. A., Glickman, S., Wieser, J., Cox, R. W., Miller, D. A., & Jay Neitz, A. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.6.2382 · Cited by 1,047 · cited 2× · see citing works
“Weiner and Grill-Spector, 2011a, 2011b), a cortical region critical for motion perception (DeYoe et al., 1996; Huk et al., 2002; McCarthy et al., 1994; Tootell et al., 1995).”
BackgroundBrain Areas Involved in Perception of Biological Motion
Grossman, E. D., Donnelly, M. P. W., Price, R. R., Pickens, D. R., Morgan, V. L., Neighbor, G., & Blake, R. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900562417 · Cited by 917 · cited 2× · see citing works
“…Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et al., 1999), and biological motion (e.g. Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Puce et al., 1998).”
BackgroundDistributed representation of objects in the human ventral visual pathway
Ishai, A., Ungerleider, L. G., Martin, A. D., Schouten, J. L., & Haxby, J. V. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.16.9379 · Cited by 885 · cited 2× · see citing works
“…Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et al., 1999), and biological motion (e.g. Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Puce et al., 1998).”
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“…the context of intracranial EEG studies of face perception, which do not find evidence of right-hemisphere dominance based on the location and observed number of face-selective ERPs recorded from the ventral surface of occipitotemporal cortex (Allison et al., 1994, 1999; Engell and McCarthy, 2011).”
BackgroundSelf-citationThe fusiform “face area” is part of a network that processes faces at the individual level
Gauthier, I., Tarr, M. J., Moylan, J., Skudlarski, P., Gore, J. C., & Anderson, A. W. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900562165 · Cited by 859 · cited 5× · see citing works
“, 1997), and right anterior occipital sulcus (a region often functionally defined as the occipital face area; OFA; Gauthier et al., 2000).”
BackgroundInfluentialThe Parahippocampal Place Area
Epstein, R. A., Harris, A. M., Stanley, D. A., & Kanwisher, N. (1999) · Neuron · doi:10.1016/s0896-6273(00)80758-8 · Cited by 819 · cited 2× · see citing works
“…al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et al., 1999), and biological motion (e.g. Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Puce et…”
BackgroundGlobal and fine information coded by single neurons in the temporal visual cortex
Sugase, Y., Yamane, S., Ueno, S., & Kawano, K. (1999) · Nature · doi:10.1038/23703 · Cited by 788 · cited 2× · see citing works
“with single-cell recording in the macaque (Sugase et al., 1999).”
ResultBonda, E., Petrides, M., Ostry, D. J., & Evans, A. (1996) · Journal of Neuroscience · doi:10.1523/jneurosci.16-11-03737.1996 · Cited by 736 · cited 5× · see citing works
“The intersection of the anterior occipital and inferior temporal sulci has been shown to have a category-selective response to biological motion (Bonda et al., 1996; Grezes et al., 2007; Peelen et al., 2006; Pichon et al., 2008; but see Grossman and Blake, 2002) and”
BackgroundMethodInfluentialSelectivity for the Human Body in the Fusiform Gyrus
Peelen, M. V., & Downing, P. E. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00513.2004 · Cited by 708 · cited 4× · see citing works
“…Haxby et al., 1994; Kanwisher et al., 1997; Puce et al., 1995; Sergent et al., 1992), body-parts (e.g. de Gelder et al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et…”
BackgroundInfluentialFacial emotion recognition after bilateral amygdala damage: Differentially severe impairment of fear
Calder, A. (1996) · Neurocase · doi:10.1093/neucas/3.4.267-d · Cited by 704 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundFace-sensitive regions in human extrastriate cortex studied by functional MRI
Puce, A., Allison, T., Gore, J. C., & McCarthy, G. (1995) · Journal of Neurophysiology · doi:10.1152/jn.1995.74.3.1192 · Cited by 687 · cited 3× · see citing works
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BackgroundSelf-citationThe neural basis of visual body perception
Peelen, M. V., & Downing, P. E. (2007) · Nature reviews. Neuroscience · doi:10.1038/nrn2195 · Cited by 686 · cited 1× · see citing works
“…Haxby et al., 1994; Kanwisher et al., 1997; Puce et al., 1995; Sergent et al., 1992), body-parts (e.g. de Gelder et al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et…”
BackgroundBrain Areas Active during Visual Perception of Biological Motion
Grossman, E. D., & Blake, R. (2002) · Neuron · doi:10.1016/s0896-6273(02)00897-8 · Cited by 686 · cited 3× · see citing works
“…have a category-selective response to biological motion (Bonda et al., 1996; Grezes et al., 2007; Peelen et al., 2006; Pichon et al., 2008; but see Grossman and Blake, 2002) and body-parts (Downing et al., 2001; Hadjikhani and de Gelder, 2003; Peelen and Downing, 2005a, 2005b; see de Gelder et…”
BackgroundRetinotopy and Functional Subdivision of Human Areas MT and MST
Huk, A. C., Dougherty, R. F., & Heeger, D. J. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-16-07195.2002 · Cited by 614 · cited 2× · see citing works
“Weiner and Grill-Spector, 2011a, 2011b), a cortical region critical for motion perception (DeYoe et al., 1996; Huk et al., 2002; McCarthy et al., 1994; Tootell et al., 1995).”
BackgroundFace recognition in human extrastriate cortex.
Allison, T., Ginter, H., McCarthy, G., Nobre, A. C., Puce, A., Luby, M., & Spencer, D. D. (1994) · Journal of Neurophysiology · doi:10.1152/jn.1994.71.2.821 · Cited by 567 · cited 1× · see citing works
“…the context of intracranial EEG studies of face perception, which do not find evidence of right-hemisphere dominance based on the location and observed number of face-selective ERPs recorded from the ventral surface of occipitotemporal cortex (Allison et al., 1994, 1999; Engell and McCarthy, 2011).”
BackgroundSelf-citationFacial expression and gaze-direction in human superior temporal sulcus
Engell, A. D., & Haxby, J. V. (2007) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2007.06.022 · Cited by 566 · cited 2× · see citing works
“tures that facilitate recognition of gaze-direction and emotional expression (Engell and Haxby, 2007; Haxby et al., 2000; Puce et al., 1998; Said et al., 2010).”
BackgroundSelf-citationMorphing Marilyn into Maggie dissociates physical and identity face representations in the brain
Rotshtein, P., Henson, R. N., Treves, A., Driver, J., & Dolan, R. J. (2004) · Nature Neuroscience · doi:10.1038/nn1370 · Cited by 548 · cited 2× · see citing works
“Although there is some evidence for functional specialization of this region (Liu et al., 2010; Nichols et al., 2010; Pitcher et al., 2007; Rotshtein et al., 2005), this area is often contiguous with the FFA raising similar concerns as those described above regarding spatial heterogeneity across…”
BackgroundDivide and conquer: A defense of functional localizers
Saxe, R., Brett, M., & Kanwisher, N. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.12.062 · Cited by 544 · cited 2× · see citing works
“Despite some debate as to when it is appropriate to adopt an fROI approach (cf. Friston et al., 2006; Saxe et al., 2006), it is a widely used method for analyzing functional magnetic resonance imaging (fMRI) data.”
MethodSingle Neuron Activity in Human Hippocampus and Amygdala during Recognition of Faces and Objects
Fried, I., Macdonald, K., & Wilson, C. L. (1997) · Neuron · doi:10.1016/s0896-6273(00)80315-3 · Cited by 542 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundCategory-specific visual responses of single neurons in the human medial temporal lobe
Kreiman, G., Koch, C., & Fried, I. (2000) · Nature Neuroscience · doi:10.1038/78868 · Cited by 541 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundAn Area within Human Ventral Cortex Sensitive to “Building” Stimuli
Aguirre, G. K., Zarahn, E., & D’Esposito, M. (1998) · Neuron · doi:10.1016/s0896-6273(00)80546-2 · Cited by 477 · cited 1× · see citing works
“…et al., 1992), body-parts (e.g. de Gelder et al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et al., 1999), and biological motion (e.g. Bonda et al., 1996;…”
BackgroundTMS Evidence for the Involvement of the Right Occipital Face Area in Early Face Processing
Pitcher, D., Walsh, V., Yovel, G., & Duchaine, B. (2007) · Current Biology · doi:10.1016/j.cub.2007.07.063 · Cited by 468 · cited 2× · see citing works
“Although there is some evidence for functional specialization of this region (Liu et al., 2010; Nichols et al., 2010; Pitcher et al., 2007; Rotshtein et al., 2005), this area is often contiguous with the FFA raising similar concerns as those described above regarding spatial heterogeneity across…”
BackgroundPelphrey, K. A., Morris, J. P., & McCarthy, G. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929042947900 · Cited by 454 · cited 2× · see citing works
“ports suggest that it is responsible for encoding and updating another's goals based on their actions (Allison et al., 2000; Pelphrey et al., 2004; Shultz and McCarthy, 2012; Shultz et al., 2011).”
BackgroundfMRI Responses to Video and Point-Light Displays of Moving Humans and Manipulable Objects
Beauchamp, M. S., Lee, K. E., Haxby, J. V., & Martin, A. D. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/089892903770007380 · Cited by 444 · cited 1× · see citing works
“The pSTS (primarily in the right hemisphere) is engaged during perception of biological motion (Beauchamp et al., 2003; Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Pelphrey et al., 2003; Puce et al., 1998; Saygin et al., 2003).”
BackgroundA critique of functional localisers
Friston, K. J., Rotshtein, P., Geng, J. J., Sterzer, P., & Henson, R. N. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.08.012 · Cited by 424 · cited 1× · see citing works
“Reliability of the localizer responses Despite some debate as to when it is appropriate to adopt an fROI approach (cf. Friston et al., 2006; Saxe et al., 2006), it is a widely used method for analyzing functional magnetic resonance imaging (fMRI) data.”
MethodPuce, A. (1999) · Cerebral Cortex · doi:10.1093/cercor/9.5.445 · Cited by 422 · cited 1× · see citing works
“We have previously suggested on the basis of ERP recordings made directly from ventral temporal cortex that there may be a temporal dimension to modular processing (Puce et al., 1999).”
BackgroundNeurons in the amygdala of the monkey with responses selective for faces.
Leonard, C. M., Rolls, E. T., Wilson, F. A., & Baylis, G. C. (1985) · Behavioural Brain Research · doi:10.1016/0166-4328(85)90062-2 · Cited by 396 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundAmaral, D. G. (2002) · Biological Psychiatry · doi:10.1016/s0006-3223(01)01307-5 · Cited by 349 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundFace processing impairments after encephalitis: amygdala damage and recognition of fear
Broks, P., Young, A. W., Maratos, E. J., Coffey, P. J., Calder, A. J., Isaac, C. L., Mayes, A. R., Hodges, J. R., Montaldi, D., Cezayirli, E., et al. (1998) · Neuropsychologia · doi:10.1016/s0028-3932(97)00105-x · Cited by 343 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundNeural Representations of Faces and Body Parts in Macaque and Human Cortex: A Comparative fMRI Study
Pinsk, M. A., Arcaro, M. J., Weiner, K. S., Kalkus, J. F., Inati, S., Gross, C. G., & Kästner, S. (2009) · Journal of Neurophysiology · doi:10.1152/jn.91198.2008 · Cited by 333 · cited 5× · see citing works
“…of all is recent evidence that the 'fusiform face area' (FFA; Kanwisher et al., 1997), maybe the most well known and thoroughly studies of these regions, might not be a single area but rather comprise a series of face-selective patches (Pinsk et al., 2009; Weiner and Grill-Spector, 2011a).”
BackgroundResultInfluentialPerception of Face Parts and Face Configurations: An fMRI Study
Jia Liu, B., Harris, A. M., & Kanwisher, N. (2009) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21203 · Cited by 330 · cited 2× · see citing works
“Although there is some evidence for functional specialization of this region (Liu et al., 2010; Nichols et al., 2010; Pitcher et al., 2007; Rotshtein et al., 2005), this area is often contiguous with the FFA raising similar concerns as those described above regarding spatial heterogeneity across…”
BackgroundBrain activity evoked by the perception of human walking: controlling for meaningful coherent motion
Pelphrey, K. A., Mitchell, T. V., McKeown, M. J., Goldstein, J., Allison, T., & McCarthy, G. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-17-06819.2003 · Cited by 314 · cited 1× · see citing works
“The pSTS (primarily in the right hemisphere) is engaged during perception of biological motion (Beauchamp et al., 2003; Bonda et al., 1996; Grossman and Blake, 2002; Grossman et al., 2000; Pelphrey et al., 2003; Puce et al., 1998; Saygin et al., 2003).”
BackgroundSelf-citationde Gelder, B., den Stock, J. V., Meeren, H. K. M., Sinke, C. B. A., Kret, M. E., & Tamietto, M. (2009) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2009.10.008 · Cited by 304 · cited 2× · see citing works
“…types of stimuli, such as faces (e.g. Haxby et al., 1994; Kanwisher et al., 1997; Puce et al., 1995; Sergent et al., 1992), body-parts (e.g. de Gelder et al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and…”
BackgroundSparsely-distributed organization of face and limb activations in human ventral temporal cortex
Weiner, K. S., & Kalanit Grill-spector, A. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.04.262 · Cited by 300 · cited 2× · see citing works
“between face and static body responses have made an analogous argument (Kriegeskorte et al., 2008; Peelen et al., 2006; Schwarzlose et al., 2005; Weiner and Grill-Spector, 2010).”
BackgroundSeeing fearful body expressions activates the fusiform cortex and amygdala
Hadjikhani, N., & de Gelder, B. (2003) · Current Biology · doi:10.1016/j.cub.2003.11.049 · Cited by 298 · see citing works
Perceiving fear in dynamic body expressions
Grèzes, J., Pichon, S., & de Gelder, B. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2006.11.030 · Cited by 286 · cited 1× · see citing works
“…of the anterior occipital and inferior temporal sulci has been shown to have a category-selective response to biological motion (Bonda et al., 1996; Grezes et al., 2007; Peelen et al., 2006; Pichon et al., 2008; but see Grossman and Blake, 2002) and body-parts (Downing et al., 2001; Hadjikhani and…”
BackgroundFace processing impairments after amygdalotomy.
Young, A. W., Aggleton, J., Hellawell, D., Johnson, M., Broks, P., & Hanley, J. R. (1997) · Brain : a journal of neurology · doi:10.1093/neucas/3.4.267-k · Cited by 272 · cited 1×
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundRossion, B., Hanseeuw, B. J., & Dricot, L. (2012) · Brain and Cognition · doi:10.1016/j.bandc.2012.01.001 · Cited by 270 · cited 5× · see citing works
“We restricted these aROIs to the right hemisphere, given that neuroimaging studies consistently find a right hemisphere bias for face processing (Kanwisher et al., 1997; McCarthy et al., 1997; Rossion et al., 2012; Sergent et al., 1992).”
BackgroundMethodResultInfluentialWindows on the brain: the emerging role of atlases and databases in neuroscience
Essen, D. C. V. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00361-6 · Cited by 262 · cited 1× · see citing works
“Probabilistic atlases of brain structure and function are increasingly useful tools for localization and interpretation fMRI results (Van Essen, 2002).”
MethodFacial-Expression and Gaze-Selective Responses in the Monkey Amygdala
Hoffman, K. L., Gothard, K. M., Schmid, M. C., & Logothetis, N. K. (2007) · Current Biology · doi:10.1016/j.cub.2007.03.040 · Cited by 258 · cited 2× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundWeiner, K. S., & Kalanit Grill-spector, A. (2011) · Psychological Research · doi:10.1007/s00426-011-0392-x · Cited by 237 · cited 5× · see citing works
“…of all is recent evidence that the 'fusiform face area' (FFA; Kanwisher et al., 1997), maybe the most well known and thoroughly studies of these regions, might not be a single area but rather comprise a series of face-selective patches (Pinsk et al., 2009; Weiner and Grill-Spector, 2011a).”
BackgroundResultInfluentialDistributed representations of dynamic facial expressions in the superior temporal sulcus
Said, C. P., Moore, C. D., Engell, A. D., Todorov, A. T., & Haxby, J. V. (2010) · Journal of Vision · doi:10.1167/10.5.11 · Cited by 181 · cited 2× · see citing works
“tures that facilitate recognition of gaze-direction and emotional expression (Engell and Haxby, 2007; Haxby et al., 2000; Puce et al., 1998; Said et al., 2010).”
BackgroundSelf-citationEmotional modulation of visual and motor areas by dynamic body expressions of anger
Pichon, S., de Gelder, B., & Grèzes, J. (2008) · Social Neuroscience · doi:10.1080/17470910701394368 · Cited by 173 · cited 2× · see citing works
“…sulci has been shown to have a category-selective response to biological motion (Bonda et al., 1996; Grezes et al., 2007; Peelen et al., 2006; Pichon et al., 2008; but see Grossman and Blake, 2002) and body-parts (Downing et al., 2001; Hadjikhani and de Gelder, 2003; Peelen and Downing,…”
BackgroundWeiner, K. S., & Kalanit Grill-spector, A. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.03.041 · Cited by 162 · cited 5× · see citing works
“…of all is recent evidence that the 'fusiform face area' (FFA; Kanwisher et al., 1997), maybe the most well known and thoroughly studies of these regions, might not be a single area but rather comprise a series of face-selective patches (Pinsk et al., 2009; Weiner and Grill-Spector, 2011a).”
BackgroundResultInfluentialvan de Riet, W. A. C., Grèzes, J., & de Gelder, B. (2009) · Social Neuroscience · doi:10.1080/17470910701865367 · Cited by 159 · cited 1× · see citing works
“…body area' (FBA; Schwarzlose et al., 2005), an area of ventral temporal cortex that responds more strongly to the perception of bodies than to faces or other objects (Peelen and Downing, 2005a, 2005b; Peelen et al., 2006; Pinsk et al., 2009; Schwarzlose et al., 2005; van de Riet et al., 2009).”
BackgroundWithin‐subject reproducibility of category‐specific visual activation with functional MRI
Peelen, M. V., & Downing, P. E. (2005) · Human Brain Mapping · doi:10.1002/hbm.20116 · Cited by 148 · cited 4× · see citing works
“…Haxby et al., 1994; Kanwisher et al., 1997; Puce et al., 1995; Sergent et al., 1992), body-parts (e.g. de Gelder et al., 2010; Downing et al., 2001; Peelen and Downing, 2005a, 2005b, 2007), houses and places (e.g. Aguirre et al., 1998; Epstein and Kanwisher, 1998; Epstein et al., 1999; Ishai et…”
BackgroundInfluentialConsistency and variability in functional localisers
Duncan, K. J. K., Pattamadilok, C., Knierim, I., & Devlin, J. T. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.03.014 · Cited by 131 · cited 7× · see citing works
“At the liberal threshold of z > 1.65, these face reliability results are roughly consistent with those reported for language localizers (Duncan et al., 2009).”
BackgroundMethodResultInfluentialHadj‐Bouziane, F., Bell, A. H., Knusten, T. A., Ungerleider, L. G., & Tootell, R. B. H. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0800489105 · Cited by 118 · cited 1× · see citing works
“1994; Amaral, 2002; Broks et al., 1998; Calder, 1996; Kluver and Bucy, 1939; Young et al., 1995), single cell electrophysiology (Fried et al., 1997; Kreiman et al., 2000; Leonard et al., 1985), and neuroimaging (Hadj-Bouziane et al., 2008; Hoffman et al., 2007; Morris et al., 1996).”
BackgroundEvaluating functional localizers: The case of the FFA
Berman, M. G., Park, J., Gonzalez, R., Polk, T. A., Gehrke, A. K., Knaffla, S., & Jonides, J. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.12.024 · Cited by 100 · cited 2× · see citing works
“, 2003), sensitivity to task manipulations (Berman et al., 2010; Rossion et al., 2012), and the spatial reliability of activation maps (Duncan and Devlin, 2011; Duncan et al.”
BackgroundMcCarthy, G., Spicer, M., Adrignolo, A., Luby, M. L., Gore, J. C., & Allison, T. (1994) · Human Brain Mapping · doi:10.1002/hbm.460020405 · Cited by 96 · cited 2× · see citing works
“Weiner and Grill-Spector, 2011a, 2011b), a cortical region critical for motion perception (DeYoe et al., 1996; Huk et al., 2002; McCarthy et al., 1994; Tootell et al., 1995).”
BackgroundSelf-citationThe role of the amygdala in face perception and evaluation
Todorov, A. T. (2011) · Motivation and Emotion · doi:10.1007/s11031-011-9238-5 · Cited by 78 · cited 3× · see citing works
“Amygdala activation evoked by faces is so pervasive that some have argued it is a truly integral part of normal face-perception and should not be relegated to the status of an ancillary or 'extended' node of the neural face processing network (Todorov, 2012).”
BackgroundInfluentialEngell, A. D., & McCarthy, G. (2010) · Cerebral Cortex · doi:10.1093/cercor/bhq206 · Cited by 77 · cited 4× · see citing works
“…the context of intracranial EEG studies of face perception, which do not find evidence of right-hemisphere dominance based on the location and observed number of face-selective ERPs recorded from the ventral surface of occipitotemporal cortex (Allison et al., 1994, 1999; Engell and McCarthy, 2011).”
BackgroundResultInfluentialSelf-citationEngell, A. D., & McCarthy, G. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.1575-10.2010 · Cited by 74 · cited 2× · see citing works
“The shifting selectivity of these regions likely occurs too quickly to be resolved by fMRI, but is consistent with our EEG findings (Engell and McCarthy, 2010, 2011; Engell et al., 2012) and with single-cell recording in the macaque (Sugase et al., 1999).”
Self-citationReliability of functional localization using fMRI
Swallow, K., Braver, T., Snyder, A., Speer, N., & Zacks, J. M. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00436-1 · Cited by 73 · cited 2× · see citing works
“Our measures of within-participant spatial reliability should not be affected by this spatial standardization (Swallow et al., 2003).”
BackgroundEngell, A. D., Huettel, S. A., & McCarthy, G. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.08.079 · Cited by 66 · cited 2× · see citing works
“The shifting selectivity of these regions likely occurs too quickly to be resolved by fMRI, but is consistent with our EEG findings (Engell and McCarthy, 2010, 2011; Engell et al., 2012) and”
ResultSelf-citationDecoding of faces and face components in face-sensitive human visual cortex
Nichols, D. F. (2010) · Frontiers in Psychology · doi:10.3389/fpsyg.2010.00028 · Cited by 65 · cited 2× · see citing works
“Although there is some evidence for functional specialization of this region (Liu et al., 2010; Nichols et al., 2010; Pitcher et al., 2007; Rotshtein et al., 2005), this area is often contiguous with the FFA raising similar concerns as those described above regarding spatial heterogeneity across…”
BackgroundShultz, S., Lee, S. M., Pelphrey, K. A., & McCarthy, G. (2010) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsq087 · Cited by 47 · cited 2× · see citing works
“ports suggest that it is responsible for encoding and updating another's goals based on their actions (Allison et al., 2000; Pelphrey et al., 2004; Shultz and McCarthy, 2012; Shultz et al., 2011).”
BackgroundSelf-citationCommentary on: Divide and conquer; a defence of functional localisers
Friston, K. J., & Henson, R. N. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.02.007 · Cited by 45 · cited 2× · see citing works
“Indeed, the inclusion of localizer tasks is often required by reviewers (Friston and Henson, 2006).”
BackgroundIs Region-of-Interest Overlap Comparison a Reliable Measure of Category Specificity?
Kung, C., Peissig, J. J., & Tarr, M. J. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2007.19.12.2019 · Cited by 32 · cited 2× · see citing works
“, 2012), and the spatial reliability of activation maps (Duncan and Devlin, 2011; Duncan et al., 2009; Kung et al., 2007) and”
BackgroundImproving the reliability of functional localizers
Duncan, K. J. K., & Devlin, J. T. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.05.009 · Cited by 29 · cited 4× · see citing works
“, 2012), and the spatial reliability of activation maps (Duncan and Devlin, 2011; Duncan et al., 2009; Kung et al., 2007) and”
BackgroundInfluentialShultz, S., & McCarthy, G. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhr180 · Cited by 25 · cited 5× · see citing works
“…activation in face selective regions of the fusiform gyrus (as defined by face localizer tasks) by the apparent animate motion of non-face simple geometric forms (Gao, Scholl, McCarthy, under review ) and by non-human machines that are engaged in purposeful motion (Shultz and McCarthy, 2012).”
BackgroundMethodInfluentialSelf-citationSeparate face and body selectivity on the fusiform gyrus
Schwarzlose, R. F., Baker, C. I., Yovel, G., & Kanwisher, N. (2010) · Journal of Vision · doi:10.1167/5.8.37 · Cited by 23 · cited 8× · see citing works
“Indeed, several studies that investigated the overlap between face and static body responses have made an analogous argument (Kriegeskorte et al., 2008; Peelen et al., 2006; Schwarzlose et al., 2005; Weiner and Grill-Spector, 2010).”
BackgroundResultInfluential
Flagged first, then by citations
3 of the 80 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- Duncan KJ Pattamadilok C Knierim I Devlin JT 2009 Consistency and variability in functional localisers Neuroimage 46 4 1018 1026 19289173 PMC2686646
- Kriegeskorte N Mur M Bandettini P 2008 Representational similarity analysis-connecting the branches of systems neuroscience Front Syst Neurosci 2 4 19104670 PMC2605405
- Peelen MV Wiggett AJ Downing PE 2006 Patterns of fMRI activity dissociate overlapping functional brain areas that respond to biological motion Neuron 49 6 815 22 16543130
- Rossion B Hanseeuw B Dricot L 2012 Defining face perception areas in the human brain: a large-scale factorial fMRI face localizer analysis Brain Cogn 79 2 138 57 22330606
Cited by
Sorted by citations
Functional organization of social perception and cognition in the superior temporal sulcus
Deen, B., Koldewyn, K., Kanwisher, N., & Saxe, R. (2015) · Cerebral Cortex · doi:10.1093/cercor/bhv111 · Cited by 443 · see citing works
“Lastly, we investigated response profiles of overlapping regions, by defining overlapping ROIs in one half of the dataset, and extracting responses from left-out, unsmoothed data (Fig.”
A Revised Neural Framework for Face Processing
Duchaine, B., & Yovel, G. (2015) · Annual Review of Vision Science · doi:10.1146/annurev-vision-082114-035518 · Cited by 520 · see citing works
Beyond the FFA: The role of the ventral anterior temporal lobes in face processing
Collins, J. A., & Olson, I. R. (2014) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2014.06.005 · Cited by 198 · see citing works
“Earlier studies supported the existence of face-selective amygdala regions in monkeys (Logothetis, Guggenberger, Peled, & Pauls, 1999; Hoffman, Gothard, Schmid, & Logothetis, 2007) and in humans (Engell & McCarthy, 2013; Rossion, Hanseeuw, & Dricot, 2012).”
BackgroundZhen, Z., Yang, Z., Huang, L., Kong, X., Wang, X., Dang, X., Huang, Y., Song, Y., & Liu, J. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.03.010 · Cited by 129 · see citing works
“Of note, our data did not allow the differentiation of the pFus-faces and mFus-faces (Engell and McCarthy, 2013; Pinsk et al., 2009; Weiner and Grill-Spector, 2010) because most subjects showed only one cluster spanning from the posterior to middle FG.”
BackgroundResultInfluentialOverwalle, F. V., Ma, Q.-Y., & Heleven, E. (2020) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsaa124 · Cited by 123 · see citing works
Monkey Cortex through fMRI Glasses
Vanduffel, W., Zhu, Q., & Orban, G. A. (2014) · Neuron · doi:10.1016/j.neuron.2014.07.015 · Cited by 111 · see citing works
Janssens, T., Zhu, Q., Popivanov, I. D., & Vanduffel, W. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.2914-13.2013 · Cited by 107 · see citing works
“, 2010), with a probabilistic atlas of face activations derived from a large population (Engell and McCarthy, 2013).”
BackgroundUnderstanding face perception by means of prosopagnosia and neuroimaging
Rossion, B. (2014) · Frontiers in Bioscience-Elite · doi:10.2741/e706 · Cited by 112 · see citing works
A Probabilistic Functional Atlas of Human Occipito-Temporal Visual Cortex
Rosenke, M., van Hoof, R., van den Hurk, J., Kalanit Grill-spector, A., & Goebel, R. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa246 · Cited by 105 · see citing works
“…ROI data from an independent set of typical participants (Frost and Goebel 2012; ventral-temporal cortex category selectivity: Julian et al. 2012; Engell and McCarthy 2013; Zhen et al. 2017a; Weiner et al. 2018; visual field maps: Benson et al. 2012; Wang et al. 2014; motion-selective hMT: Huang…”
BackgroundStructural and effective brain connectivity underlying biological motion detection
Sokolov, A. A., Zeidman, P., Erb, M., Ryvlin, P., Friston, K. J., & Pavlova, M. A. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1812859115 · Cited by 89 · see citing works
The Hierarchical Structure of the Face Network Revealed by Its Functional Connectivity Pattern
Wang, X., Zhen, Z., Song, Y.-Y., Huang, L.-J., Kong, X.-Z., & Liu, J. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.2789-15.2016 · Cited by 77 · see citing works
“Thus, the probabilistic activation map provides information regarding the interindividual variability of faceselective activation (Van Essen, 2002; Julian et al., 2012; Tahmasebi et al., 2012; Engell and McCarthy, 2013; Zhen et al., 2015).”
BackgroundMethodResultInfluentialO’Neil, E. B., Hutchison, R. M., McLean, D. A., & Köhler, S. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.02.005 · Cited by 60 · see citing works
“We focused on right-hemisphere regions that showed a face-selective response in a functional localizer task in the same participants, including the OFA, FFA, STS, a portion of PrC in the anterior collateral sulcus, and another medial structure that has sometimes been found to showa face selective response in other stu…”
InfluentialThe neural network for face recognition: Insights from an fMRI study on developmental prosopagnosia
Zhao, Y., Zhen, Z., Liu, X., Song, Y., & Jia Liu, B. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.12.023 · Cited by 69 · see citing works
“Further, as the early visual cortex (EVC) is frequently activated in the face tasks (Engell and McCarthy, 2013; Julian et al., 2012; Pitcher et al., 2011), and is connected with the core face areas (Lohse et al., 2016), we examined whether DP's abnormal connectivity between the right FFA and the…”
Sex and gender affect the social brain: Beyond simplicity
Pavlova, M. A. (2016) · Journal of Neuroscience Research · doi:10.1002/jnr.23871 · Cited by 67 · see citing works
“…primarily in the right hemisphere (e.g., Grossman et al., 2000; Vaina et al., 2001; Puce and Perrett, 2003; Michels et al., 2005, 2009; Gobbini et al., 2007; Saygin, 2007; Kaiser et al., 2010; Herrington et al., 2011; for recent meta-analyses see Grosbras et al., 2012; Engell and McCarthy, 2013).”
BackgroundRobust Selectivity for Faces in the Human Amygdala in the Absence of Expressions
Mende‐Siedlecki, P., Verosky, S. C., Turk‐Browne, N. B., & Todorov, A. T. (2013) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00469 · Cited by 57 · see citing works
“…categories (e.g., faces, everyday objects, novel objects, etc.) and looking for voxels or neurons that show preference for one or more categories—localizer studies have rarely labeled the amygdala as containing face-selective voxels (cf. Engell & McCarthy, 2013; Rossion, Hanseeuw, & Dricot, 2012).”
BackgroundFunctional Heterogeneity and Convergence in the Right Temporoparietal Junction
Lee, S. M., & McCarthy, G. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhu292 · Cited by 51 · see citing works
Self-citationIndividual differences and the multidimensional nature of face perception
White, D., & Burton, A. M. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00041-3 · Cited by 68 · see citing works
Attentional bias in MDD: ERP components analysis and classification using a dot-probe task
Li, X., Li, J., Hu, B., Zhu, J., Zhang, X., Wei, L., Zhong, N., Li, M., Ding, Z., Yang, J., et al. (2018) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2018.07.003 · Cited by 56 · see citing works
Beyond the FFA: Brain-behavior correspondences in face recognition abilities
Elbich, D., & Scherf, K. S. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.12.042 · Cited by 53 · see citing works
“We also defined multiple face ROIs within the fusiform gyrus (see Weiner et al., 2014; Engell and McCarthy, 2013).”
The neural basis of perceiving person interactions
Susanne Quadflieg, A., Gentile, F., & Rossion, B. (2015) · Cortex · doi:10.1016/j.cortex.2014.12.020 · Cited by 56 · see citing works
“…Rossion et al., 2012; Weiner & Grill-Spector, 2010) and replicate reports according to which face-selective activity is right-lateralized and elicited more consistently in the FFA than the OFA (e.g., Andrews, Davies-Thompson, Kingstone, & Young, 2010; Engell & McCarthy, 2013; Rossion et al., 2003).”
BackgroundDissociable roles of the inferior longitudinal fasciculus and fornix in face and place perception
Hodgetts, C. J., Postans, M., Shine, J. P., Jones, D. K., Lawrence, A. D., & Graham, K. S. (2015) · eLife · doi:10.7554/elife.07902 · Cited by 48 · see citing works
“The FFA was approximated by intersecting an anatomical mask of the fusiform gyrus (from the Harvard–Oxford cortical atlas) with a probabilistic map of face activations thresholded at 50% (Atlas of Social Agent Perception, http://www.andrewengell.com/wp; see Engell and McCarthy, 2013 ).”
Evidencing a place for the hippocampus within the core scene processing network
Hodgetts, C. J., Shine, J. P., Lawrence, A. D., Downing, P. E., & Graham, K. S. (2016) · Human Brain Mapping · doi:10.1002/hbm.23275 · Cited by 42 · see citing works
“…HC relative to other brain areas; see Machielsen and Rombouts, 2000], but also understanding the spatial profile of these individual-level activations and how it compares to group-level statistics [e.g., Engell and McCarthy, 2013; Morrison and Downing, 2007; Nieto-Casta~n on and Fedorenko, 2012].”
BackgroundMethodInfluentialThe Effects of Face Inversion and Face Race on the P100 ERP
Colombatto, C., & McCarthy, G. (2016) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01079 · Cited by 44 · see citing works
Self-citationEngell, A. D., & McCarthy, G. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00642 · Cited by 41 · see citing works
“The striking overlap of these networks is highlighted in a largesample fMRI study (Engell and McCarthy, 2013).”
BackgroundMethodInfluentialSelf-citationWang, X., Song, Y., Zhen, Z., & Jia Liu, B. (2016) · Human Brain Mapping · doi:10.1002/hbm.23145 · Cited by 35 · see citing works
“The regions in the FN were in agreement with the face-selective regions identified in previous studies [Engell and McCarthy, 2013; Gobbini and Haxby, 2007; Haxby et al., 2000; Ishai, 2008; Kanwisher and Yovel, 2006; Pitcher et al., 2011a; Zhen et al., 2013].”
MethodResultInfluentialZhao, Q., Tang, Y., Chen, S., Lyu, Y. H., Curtin, A., Wang, J., Sun, J., & Tong, S. (2015) · Neurophysiologie Clinique · doi:10.1016/j.neucli.2015.09.011 · Cited by 32 · see citing works
Bottari, D., Troje, N. F., Ley, P., Hense, M., Kekunnaya, R., & Röder, B. (2015) · Cortex · doi:10.1016/j.cortex.2015.07.029 · Cited by 38 · see citing works
“Therefore, the present study argues for a dissociation of the neural systems for the processing of faces and for the processing of BM. Interestingly, these systems have often been considered as tightly linked (Engell & McCarthy, 2013).”
BackgroundHodgson, V. J., Ralph, M. A. L., & Jackson, R. L. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac394 · Cited by 29 · see citing works
“Indeed, when revisiting the prior literature with this result in mind, it is not clear that this face pSTS region has been reliably differentiated from the proposed pSTS region for biological motion (Allison et al. 2000; Peelen et al. 2006; Engell and McCarthy 2013).”
BackgroundMartin, M., Dreßing, A., Bormann, T., Schmidt, C. S. M., Kümmerer, D., Beume, L.-A., Saur, D., Mader, I., Rijntjes, M., Kaller, C. P., et al. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw226 · Cited by 31 · see citing works
Perceived animacy influences the processing of human-like surface features in the fusiform gyrus
Shultz, S., & McCarthy, G. (2014) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2014.05.019 · Cited by 38 · see citing works
“…such as human-like surface features or biological motion, are sufficient to activate regions involved in animacy detection (Shultz & McCarthy, 2012; Engell & McCarthy, 2013), the current results indicate that FG activation to these cues is attenuated when accompanied by clear evidence that the…”
BackgroundMethodInfluentialUntangling the Ties Between Social Cognition and Body Motion: Gender Impact
Isernia, S., Sokolov, A. N., Fallgatter, A. J., & Pavlova, M. A. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00128 · Cited by 22 · see citing works
Wang, X., Zhu, Q., Song, Y., & Jia Liu, B. (2017) · Cerebral Cortex · doi:10.1093/cercor/bhx217 · Cited by 22 · see citing works
“…with the face-selective regions identified in previous studies on children (Joseph et al. 2011; Haist et al. 2013) and adults (Haxby et al. 2000; Kanwisher and Yovel 2006; Gobbini and Haxby 2007; Ishai 2008; Pitcher et al. 2011; Engell and McCarthy 2013; Zhen et al. 2013, 2015; Wang et al. 2016b).”
BackgroundMethodInfluentialGao, X., Wen, M., Sun, M., & Rossion, B. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab519 · Cited by 19 · see citing works
“…atlases are being increasingly developed to define these face-selective clusters/regions in a new individual brain based on its cortical anatomy and using functional data collected on an independent set of typical participants (Julian et al. 2012; Engell and McCarthy 2013; Rosenke et al. 2021).”
BackgroundStillman, P. E., Bavel, J. J. V., & Cunningham, W. A. (2015) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00756 · Cited by 20 · see citing works
A probabilistic atlas of the human motion complex built from large‐scale functional localizer data
Huang, T., Chen, X. S., Jiang, J. W., Zhen, Z., & Jia Liu, B. (2019) · Human Brain Mapping · doi:10.1002/hbm.24610 · Cited by 18 · see citing works
“Such a large interindividual variability had also been found previous studies (Bridge, Clare, & Krug, 2014; Engell & McCarthy, 2013; Large et al., 2016).”
Result“Wrong Way Up”: Temporal and Spatial Dynamics of the Networks for Body Motion Processing at 9.4 T
Pavlova, M. A., Erb, M., Hagberg, G. E., Loureiro, J. R., Sokolov, A. N., & Scheffler, K. (2017) · Cerebral Cortex · doi:10.1093/cercor/bhx151 · Cited by 19 · see citing works
“This agrees well with the right hemispheric lateralization of BM processing with wide repertoires of actions (Grosbras et al. 2012; Engell and McCarthy 2013).”
BackgroundInvestigating the Influence of Biological Sex on the Behavioral and Neural Basis of Face Recognition
Scherf, K. S., Elbich, D., & Motta‐Mena, N. V. (2017) · eNeuro · doi:10.1523/eneuro.0104-17.2017 · Cited by 21 · see citing works
“The nomenclature for the multiple patches in the fusiform gyrus varies (Weiner et al., 2014; Engell and McCarthy, 2013).”
BackgroundHappy is stronger than sad: Emotional information modulates social attention.
Yuan, T., Ji, H.-Y., Wang, L., & Jiang, Y. (2022) · Emotion · doi:10.1037/emo0001145 · Cited by 18
“Further, neuroimaging studies have reliably reported that face and BM perception involved common brain regions (Blake & Shiffrar, 2007; Engell & McCarthy, 2013; Grossman et al., 2000; Peelen et al., 2006; Servos et al., 2002; Vaina et al., 2001).”
BackgroundMason, L., Shic, F., Falck‐Ytter, T., Chakrabarti, B., Charman, T., Loth, E., Tillmann, J., Banaschewski, T., Baron‐Cohen, S., Bölte, S., et al. (2021) · Molecular Autism · doi:10.1186/s13229-021-00476-0 · Cited by 19 · see citing works
McGugin, R. W., & Gauthier, L. (2015) · Brain Imaging and Behavior · doi:10.1007/s11682-015-9467-4 · Cited by 14 · see citing works
“Posterior (FFA1) and anterior (FFA2) portions of the FFA (Pinsk et al. 2009; Weiner et al. 2010; Engell & McCarthy, 2013) were defined using a fixed mm spread of activation to ensure consistency with reported sizes of these functional ROIs in the literature as well as consistency across subjects…”
BackgroundMethodFunctionally and structurally distinct fusiform face area(s) in over 1000 participants
Chen, X. S., Liu, X., Parker, B. J., Zhen, Z., & Weiner, K. S. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119765 · Cited by 40 · see citing works
“Yet, to our knowledge, only two of these studies included more than 100 participants (N=121, Engell & McCarthy, 2013; N=202, Zhen et al., 2015) with the goal of generating probabilistic atlases.”
InfluentialJin, L., Song, Y., & Jia Liu, B. (2019) · Neuroscience · doi:10.1016/j.neuroscience.2019.04.017 · Cited by 15 · see citing works
Stimulus-induced reversal of information flow through a cortical network for animacy perception
Shultz, S., van den Honert, R. N., Engell, A. D., & McCarthy, G. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu028 · Cited by 14 · see citing works
“Next, we used probabilistic atlases for face and biological motion perception to further constrain our ROIs using functional criteria (Engell and McCarthy, 2013).”
BackgroundMethodInfluentialSelf-citationHendriks, M., Dillen, C., Vettori, S., Vercammen, L., Daniels, N., Steyaert, J., de Beeck, H. P. O., & Boets, B. (2020) · NeuroImage: Clinical · doi:10.1016/j.nicl.2020.102520 · Cited by 13 · see citing works
“This contrast map was similar to probabilistic maps of face sensitive regions (Engell and McCarthy, 2013).”
Babo-Rebelo, M., Puce, A., Bullock, D. N., Hugueville, L., Pestilli, F., Adam, C., Lehongre, K., Lambrecq, V., Dinkelacker, V., & George, N. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab212 · Cited by 17 · see citing works
“Human functional magnetic resonance imaging (fMRI) studies have identified a series of three face sensitive patches on human fusiform gyrus (Pinsk et al. 2009; Engell and McCarthy 2013; Grill-Spector et al. 2017).”
BackgroundHolistic versus feature-based binding in the medial temporal lobe
van den Honert, R. N., McCarthy, G., & Johnson, M. K. (2017) · Cortex · doi:10.1016/j.cortex.2017.01.011 · Cited by 14 · see citing works
Self-citationDiscriminable spatial patterns of activation for faces and bodies in the fusiform gyrus
Kim, N. Y., Lee, S. M., Erlendsdottir, M., & McCarthy, G. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00632 · Cited by 13 · see citing works
Self-citationSchwarz, L., Kreifelts, B., Wildgruber, D., Erb, M., Scheffler, K., & Ethofer, T. (2019) · PLoS ONE · doi:10.1371/journal.pone.0214997 · Cited by 12 · see citing works
“A strikingly similar observation was made by McCarthy and Engell (2013) who reported activation maps for the contrasts faces versus scenes and houses in a large group of participants (see Fig.”
BackgroundSelective defects of face familiarity associated to a left temporo-occipital lesion
Papagno, C., Barvas, E., Tettamanti, M., & Gainotti, G. (2020) · Neurological Sciences · doi:10.1007/s10072-020-04581-5 · Cited by 10
Neural responses to children’s faces: Test–retest reliability of structural and functional MRI
Heckendorf, E., Bakermans‐Kranenburg, M. J., van IJzendoorn, M. H., & Huffmeijer, R. (2019) · Brain and Behavior · doi:10.1002/brb3.1192 · Cited by 7 · see citing works
“As the FFA is an area within the fusiform gyrus defined by its preferential responding to faces, we first created a mask of the FFA using the probability map obtained for a localizer task in an earlier study (N = 124) for the contrast faces versus scenes (Engell & McCarthy, 2013).”
MethodTies between reading faces, bodies, eyes, and autistic traits
Pavlova, M. A., Romagnano, V., Kubon, J., Isernia, S., Fallgatter, A. J., & Sokolov, A. N. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.997263 · Cited by 9 · see citing works
Dorsal‐movement and ventral‐form regions are functionally connected during visual‐speech recognition
Borowiak, K., Maguinness, C., & von Kriegstein, K. (2019) · Human Brain Mapping · doi:10.1002/hbm.24852 · Cited by 13 · see citing works
“Second, we intersected the anatomical maps with probabilistic functional maps from the probabilistic atlas of face-sensitive brain regions (Engell & McCarthy, 2013).”
MethodCategory representations in the brain are both discretely localized and widely distributed
Shehzad, Z. E., & McCarthy, G. (2018) · Journal of Neurophysiology · doi:10.1152/jn.00912.2017 · Cited by 6 · see citing works
“Using the face network as an example, all regions of this network are face selective, but computations for faces (e.g., face parts vs. whole) are distributed in discrete domain-specific regions (Engell and McCarthy 2013; Haxby et al. 2000; Tsao et al. 2003).”
BackgroundSelf-citationDing, X., & Zhang, H. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119769 · Cited by 8 · see citing works
Using EEG movement tagging to isolate brain responses coupled to biological movements
Cracco, E., Oomen, D., Papeo, L., & Wiersema, J. R. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108395 · Cited by 9 · see citing works
A model of face selection in viewing video stories
Suda, Y., & Kitazawa, S. (2015) · Scientific Reports · doi:10.1038/srep07666 · Cited by 9 · see citing works
Huang, C., Li, A., Pang, Y., Yang, J., Zhang, J., Wu, X., & Mei, L. (2024) · Brain Imaging and Behavior · doi:10.1007/s11682-024-00849-y · Cited by 6 · see citing works
“Accordingly, the probabilistic activation map provides information about interindividual differences in semantic selectivity in each voxel (Engell & McCarthy 2013; Julian et al., 2012; Tahmasebi et al., 2012; Wang et al., 2016; Zhen et al., 2015).”
Estimating neural activity from visual areas using functionally defined EEG templates
Poncet, M., & Ales, J. M. (2023) · Human Brain Mapping · doi:10.1002/hbm.26188 · Cited by 6 · see citing works
“It is inspired by the use of cortical (Cabezas et al., 2011; Evans et al., 2012) and functional atlases (Engell & McCarthy, 2013; Huang et al., 2019; Rosenke et al., 2020; Weiner et al., 2018; Zhen et al., 2017) to localize ROIs in new individuals.”
MethodMultivariate pattern analysis of the human pSTS: A comparison of three prototypical localizers
Dasgupta, S., Srinivasan, R., & Grossman, E. D. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.10.004 · Cited by 6 · see citing works
Engell, A. D., Kim, N. Y., & McCarthy, G. (2018) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01255 · Cited by 6 · see citing works
Self-citationTask influences pattern discriminability for faces and bodies in ventral occipitotemporal cortex
Kim, N. Y., & McCarthy, G. (2016) · Social Neuroscience · doi:10.1080/17470919.2015.1131194 · Cited by 6 · see citing works
“ROI based upon the Atlas of Social Agent Perception (ASAP; Engell and McCarthy, 2013), a probabilistic atlas developed from a large localizer dataset (n = 124) com-”
MethodInfluentialSelf-citationA Causal Role of the Right Superior Temporal Sulcus in Emotion Recognition From Biological Motion
Basil, R. A., Westwater, M. L., Wiener, M., & Thompson, J. C. (2017) · Open Mind · doi:10.1162/opmi_a_00015 · Cited by 18 · see citing works
Recognition of humans from biological motion in infants
Nakashima, Y., Kanazawa, S., & Yamaguchi, M. (2023) · Attention, Perception, & Psychophysics · doi:10.3758/s13414-023-02675-8 · Cited by 4 · see citing works
“In adults, BM processing is mediated by occipitotemporal areas, including the right posterior superior temporal sulcus and the fusiform face area (Engell & McCarthy, 2013; Grossman & Blake, 2002; Sokolov et al., 2018; Vaina et al., 2001).”
BackgroundCorrelates of individual voice and face preferential responses during resting state
Eckstein, K. N., Wildgruber, D., Ethofer, T., Brück, C., Jacob, H., Erb, M., & Kreifelts, B. (2022) · Scientific Reports · doi:10.1038/s41598-022-11367-6 · Cited by 4 · see citing works
Young, L. R., Yu, W., Holloway, M., Rodgers, B. N., Chapman, S. B., & Krawczyk, D. C. (2017) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.08.026 · Cited by 4 · see citing works
“…but partial and whole faces with neutral expressions (Adolphs et al., 1998; Davies-Thompson and Andrews, 2012; Engell et al., 2007, 2010; Engell and McCarthy, 2013; Fried et al., 1997; Gothard et al., 2007; Rossion et al., 2012; Rutishauser et al., 2015, 2011; Todorov and Duchaine,…”
BackgroundMethodEvolution of Human Visual System Specializations
Orban, G. A. (2016) · Evolution of Nervous Systems · doi:10.1016/b978-0-12-804042-3.00117-2 · Cited by 4 · see citing works
Functional Imaging of the Human Visual System
Orban, G. A., & Ferri, S. (2016) · Neuromethods · doi:10.1007/978-1-4939-5611-1_18 · Cited by 3 · see citing works
Distributed network flows generate localized category selectivity in human visual cortex
Cocuzza, C. V., Sánchez-Romero, R., Ito, T., Mill, R. D., Keane, B. P., & Cole, M. W. (2024) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1012507 · Cited by 12 · see citing works
Lee, S. M., & McCarthy, G. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00492 · Cited by 2 · see citing works
Self-citationOldrati, V., Ferrari, E., Butti, N., Gagliardi, C., Romaniello, R., Borgatti, R., Peruzzo, D., & Urgesi, C. (2025) · NeuroImage · doi:10.1016/j.neuroimage.2025.121512 · Cited by 1 · see citing works
Local similarity of activity patterns during auditory and visual processing
Zhang, Y. F., Mameri, S., Xie, T., & Sadoun, A. (2022) · Neuroscience Letters · doi:10.1016/j.neulet.2022.136891 · Cited by 2 · see citing works
Brain Activity and Love-Withdrawal Moderate Effects of Suggested Kinship on Negative Appraisals
Heckendorf, E., Bakermans-Kranenburg, M., van IJzendoorn, M. H., Voorthuis, A., & Huffmeijer, R. (2019) · Evolutionary Behavioral Sciences · doi:10.1037/ebs0000125 · Cited by 1
“Next, we created a functional mask of face processing areas using the probability map obtained for a localizer task in an earlier study (N 124) for the contrast faces versus scenes (Engell & McCarthy, 2013).”
MethodThree distinct profiles of visual category preference within the anterior temporal lobe
Shen, C., & Deen, B. (2026) · bioRxiv · doi:10.64898/2026.03.11.711089
“The right-hemisphere dominance for face and body responses in TP aligns with a substantial literature demonstrating right-lateralization in occipitotemporal cortex (Engell & McCarthy, 2013; Kanwisher et al., 1997; Wang et al., 2020).”
Gyral crowns contribute to the cortical infrastructure of human face processing
Willbrand, E. H., Kelly, J. P., Chen, X., Zhen, Z., Guo, J.-H., Duchaine, B., & Weiner, K. S. (2025) · Journal of Neuroscience · doi:10.1101/2025.03.20.644439
“…Weiner and Grill-Spector, 2010; Davidenko et al., 2012; Julian et al., 2012; Kietzmann et al., 2012; Parvizi et al., 2012; Çukur et al., 2013; Engell and McCarthy, 2013; McGugin et al., 2014, 2015, 2016; Gomez et al., 2015, 2017, 2018; Kay et al., 2015; Stigliani et al., 2015, 2019; Zhen et…”
A quantitative comparison of atlas parcellations on the human superior temporal sulcus
Hackney, B. C., Pyles, J. A., & Grossman, E. D. (2024) · Brain Research · doi:10.1016/j.brainres.2024.149119
“However, these efforts have instead yielded complex activation patterns that are difficult to interpret (Engell & McCarthy, 2013; Gob-bini et al., 2007; Hein & Knight, 2008; Lahnakoski et al., 2012; Pelphrey et al., 2005).”
Estimating functional EEG sources using topographical templates
Poncet, M., & Ales, J. (2022) · bioRxiv · doi:10.1101/2022.07.20.500772
EEG Movement Tagging Objectively Measures Biological Motion Perception
Cracco, E., Oomen, D., Papeo, L., & Wiersema, J. (2022) · bioRxiv · doi:10.1101/2022.05.03.490439
Hodgson, V. J., Ralph, M. L., & Jackson, R. (2022) · bioRxiv · doi:10.1101/2022.01.18.476749
- Authors
- Engell, A. D., & McCarthy, G.
- Affiliations
- Yale University (US)
- Corresponding author
- McCarthy, Gregory
- ORCID
- Engell, Andrew D.
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2013-07
- Volume
- 74
- Pages
- 140-151
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC3690657
- OpenAlex
- W2158945389
- Cited by
- 77
- References
- 80
- Citations by year
- 2025: 3 · 2024: 4 · 2023: 2 · 2022: 9 · 2021: 4 · 2020: 5 · 2019: 5 · 2018: 5 · 2017: 7 · 2016: 10 · 2015: 11 · 2014: 11 · 2013: 1
- FWCI
- 5.41
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Digital Kenyon (Kenyon College) (submittedVersion)
- Funders
- National Institute of Mental Health (MH-093986, MH-05286)
- National Institute of Neurological Disorders and Stroke (NS-41328)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Face recognition and analysis
- Keywords
- face perception, biological motion perception, probabilistic atlases, fusiform face area, category-selective regions, face-selective regions, ventral temporal cortex, occipitotemporal cortex, functional MRI
- MeSH terms
- Adult, Atlases as Topic, Brain, Brain Mapping, Face, Female, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Male, Motion Perception, Pattern Recognition, Visual, Reproducibility of Results, Young Adult
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