Slide
Centre Interdisciplinaire
de Recherche et d’Innovation
en Cybersécurité et Société
de Recherche et d’Innovation
en Cybersécurité et Société
1.
Côté, L.; Lamontagne, J.; Bellerose, A.; Blais, C.; Fiset, D.
The eyes are central to face detection: revisiting the foundations of face processing Journal Article
In: Vision Research, vol. 243, 2026, ISSN: 00426989 (ISSN).
Abstract | Links | BibTeX | Tags: adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Faces, Facial Recognition, facies, female, human, human experiment, Image analysis, information processing, Information use, male, Noise, normal human, perception, Prosopagnosia, spatial frequency discrimination, task performance, visual discrimination, Young Adult
@article{cote_eyes_2026,
title = {The eyes are central to face detection: revisiting the foundations of face processing},
author = {L. Côté and J. Lamontagne and A. Bellerose and C. Blais and D. Fiset},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105030389147&doi=10.1016%2Fj.visres.2026.108785&partnerID=40&md5=752aa5d9923ac60539e36118ad41e1e6},
doi = {10.1016/j.visres.2026.108785},
issn = {00426989 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Vision Research},
volume = {243},
abstract = {Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).},
keywords = {adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Faces, Facial Recognition, facies, female, human, human experiment, Image analysis, information processing, Information use, male, Noise, normal human, perception, Prosopagnosia, spatial frequency discrimination, task performance, visual discrimination, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).
2.
Gingras, F.; Fiset, D.; Plouffe-Demers, M. -P.; Estéphan, A.; N’Guiamba, M.; Sun, D.; Zhang, Y.; Blais, C.
Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli Journal Article
In: Psychonomic Bulletin and Review, vol. 33, no. 1, 2026, ISSN: 10699384 (ISSN).
Abstract | Links | BibTeX | Tags: Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult
@article{gingras_cultural_2026,
title = {Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli},
author = {F. Gingras and D. Fiset and M. -P. Plouffe-Demers and A. Estéphan and M. N’Guiamba and D. Sun and Y. Zhang and C. Blais},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105025378146&doi=10.3758%2Fs13423-025-02832-0&partnerID=40&md5=43840b8cfa4c2df54e647f03a452f8e5},
doi = {10.3758/s13423-025-02832-0},
issn = {10699384 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Psychonomic Bulletin and Review},
volume = {33},
number = {1},
abstract = {Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.},
keywords = {Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.
3.
Gingras, F.; Fiset, D.; Plouffe-Demers, M. -P.; Estéphan, A.; N’Guiamba, M.; Sun, D.; Zhang, Y.; Blais, C.
Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli Journal Article
In: Psychonomic Bulletin and Review, vol. 33, no. 1, 2026, ISSN: 10699384 (ISSN).
Abstract | Links | BibTeX | Tags: Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult
@article{gingrasCulturalDifferencesSpatial2026,
title = {Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli},
author = {F. Gingras and D. Fiset and M. -P. Plouffe-Demers and A. Estéphan and M. N’Guiamba and D. Sun and Y. Zhang and C. Blais},
url = {https://www.scopus.com/pages/publications/105025378146?origin=resultslist},
doi = {10.3758/s13423-025-02832-0},
issn = {10699384 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Psychonomic Bulletin and Review},
volume = {33},
number = {1},
publisher = {Springer},
abstract = {Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.},
keywords = {Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.
4.
Côté, L.; Lamontagne, J.; Bellerose, A.; Blais, C.; Fiset, D.
The eyes are central to face detection: revisiting the foundations of face processing Journal Article
In: Vision Research, vol. 243, 2026, ISSN: 00426989 (ISSN).
Abstract | Links | BibTeX | Tags: adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Eye, Face, Faces, Facial Recognition, facies, female, human, human experiment, Humans, Image analysis, information processing, Information use, male, Noise, normal human, Pattern Recognition, perception, Photic Stimulation, photostimulation, physiology, procedures, Prosopagnosia, psychology, recognition, Social Perception, spatial frequency discrimination, task performance, Visual, visual discrimination, visual pattern recognition, Young Adult
@article{coteEyesAreCentral2026,
title = {The eyes are central to face detection: revisiting the foundations of face processing},
author = {L. Côté and J. Lamontagne and A. Bellerose and C. Blais and D. Fiset},
url = {https://www.scopus.com/pages/publications/105030389147?origin=resultslist},
doi = {10.1016/j.visres.2026.108785},
issn = {00426989 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Vision Research},
volume = {243},
publisher = {Elsevier Ltd},
abstract = {Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).},
keywords = {adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Eye, Face, Faces, Facial Recognition, facies, female, human, human experiment, Humans, Image analysis, information processing, Information use, male, Noise, normal human, Pattern Recognition, perception, Photic Stimulation, photostimulation, physiology, procedures, Prosopagnosia, psychology, recognition, Social Perception, spatial frequency discrimination, task performance, Visual, visual discrimination, visual pattern recognition, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).
5.
Ledrou-Paquet, V.; Fiset, D.; Carré, M.; Guérette, J.; Blais, C.
The facial information underlying economic decision-making Journal Article
In: Perception, vol. 55, no. 3, pp. 243–265, 2026, ISSN: 03010066 (ISSN).
Abstract | Links | BibTeX | Tags: Adolescent, adult, Bubbles, decision making, face evaluation, face perception, Facial Expression, Facial Recognition, facial trustworthiness, female, human, Humans, Judgment, male, perception, physiology, psychology, Social Perception, Trust, trust game, trustworthiness, Young Adult
@article{ledrou-paquetFacialInformationUnderlying2026,
title = {The facial information underlying economic decision-making},
author = {V. Ledrou-Paquet and D. Fiset and M. Carré and J. Guérette and C. Blais},
url = {https://www.scopus.com/pages/publications/105020458633?origin=resultslist},
doi = {10.1177/03010066251387848},
issn = {03010066 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Perception},
volume = {55},
number = {3},
pages = {243–265},
publisher = {SAGE Publications Ltd},
abstract = {Faces are rapidly and automatically assessed on multiple social dimensions, including trustworthiness. The high inter-rater agreement on this social judgment suggests a systematic association between facial appearance and perceived trustworthiness. The facial information used by observers during explicit trustworthiness judgments has been studied before. However, it remains unknown whether the same perceptual strategies are used during decisions that involve trusting another individual, without necessitating an explicit trustworthiness judgment. To explore this, 53 participants completed the Trust Game, an economic decision task, while facial information was randomly sampled using the Bubbles method. Our results show that economic decisions based on facial cues rely on similar visual information as that used during explicit trustworthiness judgments. We then manipulated facial features identified as diagnostic for trust to test their influence on perceived trustworthiness (Experiment 2) and on trust-related behaviors (Experiment 3). Across all experiments, subtle, targeted changes to facial features systematically shifted both impressions and monetary trust decisions. These findings demonstrate that the same perceptual strategies underlie explicit judgments and trust behaviors, highlighting the applied relevance of even minimal alterations in facial appearance. These findings should be replicated with real faces from diverse demographic backgrounds to confirm their generalizability. © The Author(s) 2025. This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).},
keywords = {Adolescent, adult, Bubbles, decision making, face evaluation, face perception, Facial Expression, Facial Recognition, facial trustworthiness, female, human, Humans, Judgment, male, perception, physiology, psychology, Social Perception, Trust, trust game, trustworthiness, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Faces are rapidly and automatically assessed on multiple social dimensions, including trustworthiness. The high inter-rater agreement on this social judgment suggests a systematic association between facial appearance and perceived trustworthiness. The facial information used by observers during explicit trustworthiness judgments has been studied before. However, it remains unknown whether the same perceptual strategies are used during decisions that involve trusting another individual, without necessitating an explicit trustworthiness judgment. To explore this, 53 participants completed the Trust Game, an economic decision task, while facial information was randomly sampled using the Bubbles method. Our results show that economic decisions based on facial cues rely on similar visual information as that used during explicit trustworthiness judgments. We then manipulated facial features identified as diagnostic for trust to test their influence on perceived trustworthiness (Experiment 2) and on trust-related behaviors (Experiment 3). Across all experiments, subtle, targeted changes to facial features systematically shifted both impressions and monetary trust decisions. These findings demonstrate that the same perceptual strategies underlie explicit judgments and trust behaviors, highlighting the applied relevance of even minimal alterations in facial appearance. These findings should be replicated with real faces from diverse demographic backgrounds to confirm their generalizability. © The Author(s) 2025. This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
6.
Gingras, F.; Fiset, D.; Plouffe-Demers, M. -P.; Estéphan, A.; N’Guiamba, M.; Sun, D.; Zhang, Y.; Blais, C.
Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli Journal Article
In: Psychonomic Bulletin and Review, vol. 33, no. 1, 2026, ISSN: 10699384 (ISSN).
Abstract | Links | BibTeX | Tags: Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult
@article{gingrasCulturalDifferencesSpatial2026a,
title = {Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli},
author = {F. Gingras and D. Fiset and M. -P. Plouffe-Demers and A. Estéphan and M. N’Guiamba and D. Sun and Y. Zhang and C. Blais},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105025378146&doi=10.3758%2Fs13423-025-02832-0&partnerID=40&md5=43840b8cfa4c2df54e647f03a452f8e5},
doi = {10.3758/s13423-025-02832-0},
issn = {10699384 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Psychonomic Bulletin and Review},
volume = {33},
number = {1},
abstract = {Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.},
keywords = {Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.
7.
Côté, L.; Lamontagne, J.; Bellerose, A.; Blais, C.; Fiset, D.
The eyes are central to face detection: revisiting the foundations of face processing Journal Article
In: Vision Research, vol. 243, 2026, ISSN: 00426989 (ISSN).
Abstract | Links | BibTeX | Tags: adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Faces, Facial Recognition, facies, female, human, human experiment, Image analysis, information processing, Information use, male, Noise, normal human, perception, Prosopagnosia, spatial frequency discrimination, task performance, visual discrimination, Young Adult
@article{coteEyesAreCentral2026a,
title = {The eyes are central to face detection: revisiting the foundations of face processing},
author = {L. Côté and J. Lamontagne and A. Bellerose and C. Blais and D. Fiset},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105030389147&doi=10.1016%2Fj.visres.2026.108785&partnerID=40&md5=752aa5d9923ac60539e36118ad41e1e6},
doi = {10.1016/j.visres.2026.108785},
issn = {00426989 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Vision Research},
volume = {243},
abstract = {Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).},
keywords = {adult, article, Black person, Bubbles, Categorization, Caucasian, Detection, emotion assessment, Faces, Facial Recognition, facies, female, human, human experiment, Image analysis, information processing, Information use, male, Noise, normal human, perception, Prosopagnosia, spatial frequency discrimination, task performance, visual discrimination, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Face detection feels effortless, yet it requires finely tuned computations to extract socially meaningful signals from the visual stream. Here, we used the Bubbles method to isolate the facial features and spatial frequency information that support face categorization. Across three experiments varying in task demands and visual context, the eye region consistently emerged as the most diagnostic source of information, particularly in high spatial frequencies. This finding held whether participants distinguished faces from noise, from non-face objects, or from real-world categories—suggesting that the eyes serve as an anchor point for categorization across contexts. Strikingly, this diagnostic profile mirrors that found in face identification tasks, implying that detection and recognition may rely on shared perceptual mechanisms rather than sequential, independent processes. This overlap sheds light on longstanding ambiguities in the prosopagnosia literature, indicating that detection impairments found in patients may stem from a broader failure to extract critical eye information. More broadly, our results invite a rethinking of the early stages of face processing, suggesting that detection already involves selective use of diagnostic facial features that supports recognition, emotional decoding, and social perception. © 2026 The Author(s).
8.
Gingras, F.; Fiset, D.; Plouffe-Demers, M. -P.; Estéphan, A.; N’Guiamba, M.; Sun, D.; Zhang, Y.; Blais, C.
Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli Journal Article
In: Psychonomic Bulletin and Review, vol. 33, no. 1, 2026, ISSN: 10699384 (ISSN).
Abstract | Links | BibTeX | Tags: Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult
@article{gingrasCulturalDifferencesSpatial2026b,
title = {Cultural differences in spatial frequency tunings to faces do not generalize to visual scenes and object stimuli},
author = {F. Gingras and D. Fiset and M. -P. Plouffe-Demers and A. Estéphan and M. N’Guiamba and D. Sun and Y. Zhang and C. Blais},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105025378146&doi=10.3758%2Fs13423-025-02832-0&partnerID=40&md5=43840b8cfa4c2df54e647f03a452f8e5},
doi = {10.3758/s13423-025-02832-0},
issn = {10699384 (ISSN)},
year = {2026},
date = {2026-01-01},
journal = {Psychonomic Bulletin and Review},
volume = {33},
number = {1},
abstract = {Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.},
keywords = {Adolescent, adult, Asian, Asian People, Canada, Caucasian, China, Cross-Cultural Comparison, Cross-cultural psychology, cultural factor, Depth Perception, Face processing, Facial Recognition, female, human, Humans, male, Object processing, Pattern Recognition, physiology, Scene processing, Space Perception, Spatial frequencies, Visual, visual pattern recognition, Visual Perception, White People, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Previous research has identified cultural differences in visual perception, where East Asians focus more on global object structure and display a larger breadth of attention compared with Westerners. East Asians rely on lower spatial frequencies (SFs) compared to Westerners for face recognition, which may be linked to this. Investigating whether such differences extend to other high-level stimulus categories would clarify if SF tuning differences reflect more general or face specific cognitive processes. The present study compared the SF tunings of Canadians and Chinese during object (Exp. 1; N = 50) and scene (Exp. 3; N = 47) categorization. In both experiments, results did not indicate a significant difference between groups. In Experiment 3 (N = 128), we conducted an online replication of Experiment 1 while measuring the SF tunings of the same participants during face perception. Again, no significant difference between the groups was found during object categorization, but the finding that East Asians rely on lower SF than Westerners was replicated. Together, these results suggest that unique mechanisms may underlie the cultural differences in face processing, though alternative explanations, such as the feature consistency of faces, could also account for these findings. © The Psychonomic Society, Inc. 2025.
9.
Charbonneau, I.; Duncan, J.; Blais, C.; Guérette, J.; Plouffe-Demers, M. -P.; Smith, F.; Fiset, D.
Facial expression categorization predominantly relies on mid-spatial frequencies Journal Article
In: Vision Research, vol. 231, 2025, ISSN: 00426989 (ISSN), (Publisher: Elsevier Ltd).
Abstract | Links | BibTeX | Tags: adult, article, Bubbles, Classification, controlled study, emotion, Emotions, Facial Expression, facial expressions, Facial Recognition, female, human, Humans, male, physiology, Psychophysics, simulation, Spatial frequencies, Young Adult
@article{charbonneau_facial_2025,
title = {Facial expression categorization predominantly relies on mid-spatial frequencies},
author = {I. Charbonneau and J. Duncan and C. Blais and J. Guérette and M. -P. Plouffe-Demers and F. Smith and D. Fiset},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105003427898&doi=10.1016%2Fj.visres.2025.108611&partnerID=40&md5=508d315d8092a9142c2d82f1b774cfdb},
doi = {10.1016/j.visres.2025.108611},
issn = {00426989 (ISSN)},
year = {2025},
date = {2025-01-01},
journal = {Vision Research},
volume = {231},
abstract = {Facial expressions are crucial in human communication. Recent decades have seen growing interest in understanding the role of spatial frequencies (SFs) in emotion perception in others. While some studies have suggested a preferential treatment of low versus high SFs, the optimal SFs for recognizing basic facial expressions remain elusive. This study, conducted on Western participants, addresses this gap using two complementary methods: a data-driven method (Exp. 1) without arbitrary SF cut-offs, and a more naturalistic method (Exp. 2) simulating variations in viewing distance. Results generally showed a preponderant role of low over high SFs, but particularly stress that facial expression categorization mostly relies on mid-range SF content (i.e. ∼6–13 cycles per face), often overlooked in previous studies. Optimal performance was observed at short to medium viewing distances (1.2–2.4 m), declining sharply with increased distance, precisely when mid-range SFs were no longer available. Additionally, our data suggest variations in SF tuning profiles across basic facial expressions and nuanced contributions from low and mid SFs in facial expression processing. Most importantly, it suggests that any method that removes mid-SF content has the downfall of offering an incomplete account of SFs diagnosticity for facial expression recognition. © 2025 The Authors},
note = {Publisher: Elsevier Ltd},
keywords = {adult, article, Bubbles, Classification, controlled study, emotion, Emotions, Facial Expression, facial expressions, Facial Recognition, female, human, Humans, male, physiology, Psychophysics, simulation, Spatial frequencies, Young Adult},
pubstate = {published},
tppubtype = {article}
}
Facial expressions are crucial in human communication. Recent decades have seen growing interest in understanding the role of spatial frequencies (SFs) in emotion perception in others. While some studies have suggested a preferential treatment of low versus high SFs, the optimal SFs for recognizing basic facial expressions remain elusive. This study, conducted on Western participants, addresses this gap using two complementary methods: a data-driven method (Exp. 1) without arbitrary SF cut-offs, and a more naturalistic method (Exp. 2) simulating variations in viewing distance. Results generally showed a preponderant role of low over high SFs, but particularly stress that facial expression categorization mostly relies on mid-range SF content (i.e. ∼6–13 cycles per face), often overlooked in previous studies. Optimal performance was observed at short to medium viewing distances (1.2–2.4 m), declining sharply with increased distance, precisely when mid-range SFs were no longer available. Additionally, our data suggest variations in SF tuning profiles across basic facial expressions and nuanced contributions from low and mid SFs in facial expression processing. Most importantly, it suggests that any method that removes mid-SF content has the downfall of offering an incomplete account of SFs diagnosticity for facial expression recognition. © 2025 The Authors
10.
Blais, C.; Fiset, D.; Côté, L.; Ledrou-Paquet, V.; Charbonneau, I.
Conducting online visual psychophysics experiments: A replication assessment of two face processing studies Journal Article
In: Vision Research, vol. 233, 2025, ISSN: 00426989 (ISSN), (Publisher: Elsevier Ltd).
Abstract | Links | BibTeX | Tags: adult, article, cultural factor, experiment, Facial Recognition, female, geography, human, human experiment, Humans, information processing, laboratory, male, normal human, online system, Photic Stimulation, photostimulation, physiology, procedures, psychology, Psychophysics, recognition, stimulus response, vision, visual stimulation, Young Adult
@article{blais_conducting_2025,
title = {Conducting online visual psychophysics experiments: A replication assessment of two face processing studies},
author = {C. Blais and D. Fiset and L. Côté and V. Ledrou-Paquet and I. Charbonneau},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-105004807446&doi=10.1016%2fj.visres.2025.108617&partnerID=40&md5=771b056e57c4d7a34ff7c56ce39a4bd2},
doi = {10.1016/j.visres.2025.108617},
issn = {00426989 (ISSN)},
year = {2025},
date = {2025-01-01},
journal = {Vision Research},
volume = {233},
publisher = {Elsevier Ltd},
abstract = {In vision sciences, researchers rigorously control the testing environment and the physical properties of stimuli, making it challenging to conduct visual perception experiments online. However, online research offers key advantages, including access to larger and more diverse participant samples, helping to address the problem of underpowered studies and to enhance the generalizability of results. In face recognition research, increasing diversity is essential, especially considering evidence that cultural and geographical factors influence basic visual face processing. The present study tested a new online platform, Pack & Go from VPixx Technologies, that supports experiments written in MATLAB and Python. Two face recognition experiments based on a data-driven psychophysical method involving real-time stimulus manipulation and relying on functions from the Psychtoolbox were tested. In Experiment 1, the visual information used for face recognition was compared across four conditions that gradually reduced experimental control over the testing environment and stimulus properties. In Experiment 2, the association between face recognition abilities and information utilization was measured online and compared to lab-based results. In both experiments, results obtained in the lab and online were highly similar, demonstrating the potential of online research for vision science. © 2025 The Author(s)},
note = {Publisher: Elsevier Ltd},
keywords = {adult, article, cultural factor, experiment, Facial Recognition, female, geography, human, human experiment, Humans, information processing, laboratory, male, normal human, online system, Photic Stimulation, photostimulation, physiology, procedures, psychology, Psychophysics, recognition, stimulus response, vision, visual stimulation, Young Adult},
pubstate = {published},
tppubtype = {article}
}
In vision sciences, researchers rigorously control the testing environment and the physical properties of stimuli, making it challenging to conduct visual perception experiments online. However, online research offers key advantages, including access to larger and more diverse participant samples, helping to address the problem of underpowered studies and to enhance the generalizability of results. In face recognition research, increasing diversity is essential, especially considering evidence that cultural and geographical factors influence basic visual face processing. The present study tested a new online platform, Pack & Go from VPixx Technologies, that supports experiments written in MATLAB and Python. Two face recognition experiments based on a data-driven psychophysical method involving real-time stimulus manipulation and relying on functions from the Psychtoolbox were tested. In Experiment 1, the visual information used for face recognition was compared across four conditions that gradually reduced experimental control over the testing environment and stimulus properties. In Experiment 2, the association between face recognition abilities and information utilization was measured online and compared to lab-based results. In both experiments, results obtained in the lab and online were highly similar, demonstrating the potential of online research for vision science. © 2025 The Author(s)