Visual Cognition Research Lab

Welcome to the Visual Cognition Research Lab

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News

Our latest publication is now online:
Lawrence, M., Cimermanis, K., & Collin, C.A. (2025). Not All AI-generated Faces are Created Equal: Impacts of Model Gender, Race, and Emotional Expression on Classification Accuracy. AI & Society.  https://doi.org/10.1007/s00146-025-02670-7
Congratulations Megan!

On October 28th, Megan Lawrence successfully defended her PhD Thesis, entitled "How do the Socio-Cognitive Impacts of Real vs. AI-Generated Facial Expressions of Emotion Differ?” Congratulations Dr. Lawrence!

About

Welcome to VisCoRe, the Visual Cognition Research Lab. VisCoRe is part of the School of Psychology at the University of Ottawa. We conduct research on a wide variety of topics having to do with how the eyes and the brain enable us to see. Our primary focus is on face perception, where we examine such questions as how we recognize one another, how we read each others' facial expressions, and how various psychopathologies affect these abilities. We have also done work in biological motion, older driver testing, and meta-cognition.

In investigating these complex questions, we take a multi-pronged approach, using a wide variety of methods. These include behavioural and psychophysical methods, as well as electrophysiological techniques such as electroencephalography and electromyography.

The lab is run by Dr. Charles A. Collin, who heads a collegial and motivated team of graduate and undergraduate students. To find out more, please take a look around at our people, publication and projects pages.

Partners

We have been fortunate at the Visual Cognition Research Lab to have been supported by a number of agencies. Our primary source of funding is the Canadian Natural Sciences and Engineering Research Council (NSERC). NSERC has supported us repeatedly since 2002 with operating and equipment grants. Most recently, we were part of a CRD grant awarded to departmental colleague Stuart Fogel for studying drowsy driving, in the amount 499 000$. In addition, most of the graduate students in the lab have received NSERC scholarship support.

We have also been funded by a number of other agencies, including the Social Sciences and Humanities Research Council (SSHRC), the National Institutes of Health, the Centers for Disease Control, the Ministry of Transportation of Ontario, and the Canadian Institutes of Health Research. We are grateful for their support, which allows our research to move forward.

In addition to our financial supporters, we are grateful to our many collaborators, who have come from a variety of public, private and academic institutions. Here are some of the folks we've been lucky enough to work with (apologies to those I have forgotten to list): Stephane Rainville, Steve Henderson (Transportation Safety Board), Nicholas Watier (Brandon University), Elizabeth Nelson (Health Canada), and Bozana Meinhardt-Injac (Catholic University of Applied Sciences, Berlin). 

We also collaborate actively with a large number of departmental colleagues, including (among others): Isabelle Boutet, Stuart Fogel, Sylvain Gagnon, Vanessa Taler, Patrick Davidson, Shanna Koussaie, Ken Campbell, and Denis Cousineau.

Members

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Director

Collin, Charles PhD

Professor

Room: VNR 3089B
Work E-mail: ccollin@uOttawa.ca

Charles A. Collin (Ph.D.) is the head of the Visual Cognition Research Lab (VisCoRe) in the School of Psychology at the University of Ottawa (Ontario, Canada) and has been a member of the faculty there since 2003.

He received a B.A. in Psychology from Concordia University (Montreal, QC), followed by a Ph.D. in Psychology from McGill University (Montreal, QC) in 2001. Prior to joining the faculty at University of Ottawa, he was a research assistant at the Jewish General Hospital in Montreal, an FCAR post-doctoral fellow in the Psychology Department of Dalhousie University, and an NSERC Visiting Research Fellow at the Canadian National Research Council in Ottawa.

His research interests span the areas of perception and cognition, with particular emphasis on understanding face processing. He also does work on the effects of aging and various psychopathologies (Social Anxiety, Schizophrenia, PTSD) on visual cognition. He uses a wide range of tools in his work, including psychophysical methods, electrophysiology (ERP/EEG/EMG), eye-tracking, simulated environments, and meta-analysis. 

Graduate Students

Dr. Corina Lacombe

Former Doctoral Student, Clinical Psychology

E-mail: claco036@uOttawa.caFRQS – Vision Health Research Network (VHRN) Student Award, 2017. 
SSHRC CGS-M, 2019.
VHRN Annual Meeting Excellence Award, 2019.
FRQSC Masters Scholarship 2019
OGS Scholarship 2019
CGS-D SSHRC Scholarship 2020.B.A. Honours Psychology, Concordia University
Doctorate in Clinical Psychology, University of Ottawa, 2024.Dr. Corina Lacombe recently completed her PhD in VisCoRe.  She has been involved in diverse research projects here, with a central interest in emotion processing in individuals with social anxiety disorder. Within this context, she has examined the behavioural and physiological consequences of this psychopathology on facial expression identification. 

 

 


Dr. Megan Lawrence, B.A., M.A., Ph.D.

Doctoral Student, Experimental Psychology
E-mail: mlebl128@uottawa.ca

Megan very recently defended her PhD thesis!  She began her work as a PhD student in the lab in September 2020. Before that she was an honours student under the supervision of our frequent collaborator, Isabelle Boutet. Megan's research program concerns how AI-driven image generators, such as Stable Diffusion, generate face images of people of colour. Her findings show that these programs reflect biases prevalent in society, generating more realistic images of white individuals and reflecting stereotypes such as the "angry black woman" and the "submissive asian person". 


Sarah MacNeil, B.Sc.

Doctoral Student, Clinical Program

E-mail: smacn030@uottawa.ca

Sarah began her PhD work here in 2022. Her research interests concern the effects of schizophrenia and bipolar disorder on facial expression processing. In pursuing her work, Sarah has used a range of techniques, including meta-analysis, EEG measurements, and behavioural testing.


 

Susana Chinhama, B.A.

Doctoral Student, Clinical Program

E-mail: schin063@uottawa.ca 

Susana began her PhD work here in 2024. Her research interests concern the effects of Post-Traumatic Stress Disorder on facial expression processing. 

 


 

Inçi Eke, B.Sc.

Doctoral Student, Experimental Program

E-mail:  ieke052@uottawa.ca  

Inçi began her PhD work here in 2024. Her research interests concern the robustness of biological motion perception to sensory variability.

 


 

Emily Carriere, B.A.

Doctoral Student, Experimental Program

E-mail:  ecarr030@uottawa.ca  

Emily began her PhD work here in 2025. Her research interests concern the recognition of facial expressions of emotion in AI-generated images.

Honours Students

Chiyo Kimura

Honours Thesis Student

E-mail:  ckimu074@uottawa.ca 

Chiyo is doing her honours thesis work on the effects of various psychopathology symptoms on facial expression processing.


Khadidja Rouabhi

Honours Thesis Student

E-mail:  kroua087@uottawa.ca

Khadidja is doing her honours thesis work on the effects of gender on emotion perception in biological motion.


Robert Dos Santos-Oliveira

Honours Thesis Student

E-mail:  rdoss020@uottawa.ca

Robert is doing his honours thesis work on the perception of facial expressions of pain.

Undergraduate Researchers

Xander Jasper Rousseau

E-mail:  wrous028@uottawa.ca

Xander is doing a directed readings project examining the relationship between hallucination and everyday perception.


Arjun Bedi

E-mail:  abedi087@uottawa.ca 

Arjun is doing a directed research project examining the perception of atypical biological motion.


 

Alumni

Here, in alphabetical order, are all the students who have worked at VisCoRe over the last few years.


 

Adema, Juliana B.A. (honours)

Juliana was an honours student at VisCoRe (co-supervised by Sylvain Gagnon in the Driving Lab) in 2017-2018. She completed a project on distracted driving. She went on to pursue graduate studies in Philosophy.


 

Brown, Olivier Ph.D.

Olivier completed his Honours thesis here in 2018. His work concerned the effects of facial expression on face recognition. He went on to defend earn his Ph.D. in experimental psychology in 2025 in the CHEO Research Institute.



Chahnour, Houssein

Houssein was an honours student in the lab in 2020-2021. He helped graduate student Justin Chamberland as they explored the timecourse of facial expression recognition, with the ultimate goal of better understanding the phenomenon of micro-expressions.



Chamberland, Justin B.Sc., Ph.D.

Justin completed his doctoral work in the lab in 2022. His primary research interests concerned micro-expressions, which are small, quick facial expressions that purportedly reflect a person's true feelings when they are trying to mask them. In examining micro-expressions, Justin did rigorous work examining the amount of time needed to see a facial expression, finding that some of them can be detected reliably in as little as 5 milliseconds.  



Cimermannis, Kasey, 
B.A. (honours)

Kasey was an honours student at VisCoRe in 2024-2025. He completed a project on the recognition of facial expressions of emotion in AI-generated images. He went on to pursue graduate studies in counselling.


 

Denis, Chelsea B.A. (honours)

Chelsea completed her Honours B.A. in psychology here in 2018. Her work concerned bistable perception in overlapped faces. 


 

Dubé, Kassia B.A. (honours)

Kassia was an honours student at VisCoRe in 2024-2025. She completed a project on how social anxiety impacts facial expression reading. She went on to pursue graduate studies in Psychology.


 

Dymarski, Maegan B.Sc. (honours)

Maegan completed her honours degree in the lab in 2022-2023. Her work examined the effects of emotional expression on facial identification.


 

Egerton-Graham, Maya
B.A. (honours)

Maya was an honours student at VisCoRe (co-supervised by Isabelle Boutet) in 2024-2025. She completed a project on eye movements during face-name learning. She went on to pursue graduate studies in Clinical Psychology.


 

Gibson, Livia, B.A. (honours)

Livia was an honours student at VisCoRe in 2024-2025. She completed a project on the effects of schizotypy on facial expression processing. She went on to pursue graduate studies in psychology.


 

Horic-Asselin, David PhD

David completed his PhD work in the lab in 2021. His research interests primarily centred around how we perceive the genuineness of smiles. In his thesis work, he explored the effects of shortening or lengthening various stages of smiles--onset, maintenance, offset--to see which of these most affects how genuine the smile appears.



Lemieux, Chantal, PhD

Chantal Lemieux completed her doctorate here in 2018. Her research interests span a number of areas within the general domain of perception and cognition. These areas include gender differences in metacognition, navigation, older driver testing, and face perception. She is now a Professor at Algoma University.


 

MacKay, Katherine

Katherine was an honours thesis student in the lab in 2020-2021. She helped graduate student Corina Lacombe study the effects of Social Anxiety Disorder on facial expression recognition.



Nelson, Elizabeth PhD

Beth completed her doctorate in experimental psychology here at VisCoRe in 2018. Her research focused on holistic processing in face recognition. She is currently a research officer with Health Canada. 


 

Ranger, Anna

Anna Ranger completed her honours degree at VisCoRe in 2019-2020. She completed a project on how objective similarity in images affects facial expression reading.



Shah, Dhrasti

Dhrasti Shah completed her doctoral degree in clinical psychology here in 2018. Her work concerned the difficulties that people with schizophrenia sometimes experience in reading others' facial expressions. She is currently a clinical psychologist in private practice. 



Sirois, Florence

Florence completed her honours thesis here in 2023. Her work concerned how emojis affect the perception of emotional tone and message complexity in text messages.



Sunderland, Rebecca

Rebecca first worked with us under the auspices of the Undergraduate Research Opportunities Program and later did her honours thesis in the lab. She helped graduate student Megan Leblanc on work regarding how effective Emoji are at transmitting emotional information. She went on to graduate studies in psychology.



Watier, Nicholas, Dr.

Nicholas Watier, now a professor at Brandon University, completed his PhD here in 2012. His research interests include face processing and pedagogical research. He is also a rap composer.



Woods-Fry, Heather PhD

Heather Woods-Fry completed her doctorate here in 2017. She currently works as a Research Scientist for the Traffic Injury Research Foundation, a charitable organization devoted to making our roads safer.  



Zhong, Jasmine

Jasmine completed her honours thesis project in the lab in 2023. Her work concerned how mood affects facial expression processing in individuals with Social Anxiety Disorder. 



Ziebel, Laura

NSERC Summer student, 2006. Special project student, 2007. B.Sc. Biomedical Sciences, University of Ottawa. M.Sc. Behavioural Neuroscience, Carleton University. Ph.D. Intern in Clinical Psychology, 2013-2021 Laura was involved in research in a variety of settings, such as Ekos Research Associates, The Elisabeth Bruyère Research Institute, CHEO's Rehab & Inpatient Mental Health Unit, and The Ontario Centre of Excellence for Child and Youth Mental Health, before she began her doctoral work in the lab in 2013. Her main area of interest in research involved emotion processing in people who engage inNon-Suicidal Self-Injury.In this context, she examined identification of facial emotion expressions, as well as reflexive emotional mimicry via facial electromyography.

Research Projects

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Facial Emotion Recognition Across the Schizophrenia Spectrum

Led by doctoral student Sarah MacNeil, this meta-analysis explores whether there are deficits in the accuracy and reaction time of people with disorders on the schizophrenia spectrum when they engage in emotional expression recognition tasks. It is well known that people with schizophrenia are worse at recognizing the emotions of others, however, less is known about the emotion recognition abilities of people with other disorders on the schizophrenia spectrum (i.e., schizoaffective disorder, psychotic disorder). Although disorders on the schizophrenia spectrum are similar in their symptoms, they have key diagnostic criteria that differentiate them, so it is important to understand whether changes in social functioning arise from such differences. The findings of this project will provide a better understanding of the kinds of things people on the schizophrenia spectrum have difficulty with, which in turn will help us to develop treatments to improve social functioning across the schizophrenia spectrum. 

Do Emoji Really Emote? Examining the Effectiveness of Non-textual Symbols in Transmitting Emotional and Social Information

This collaboration with colleague Isabelle Boutet examines the degree to which Emoji can function as a stand-in for non-verbal communication in face-to-face interactions. When people interact in person, their spoken words are supplemented by a wide range of information from their facial expressions, tone of voice, speech cadence, and body language, among other things. In text-based interactions, such as via SMS, Twitter, and other social media, these cues are lacking. It has been suggested that an over-reliance on these low bandwidth forms of communication may harm emotional intelligence and social connectivity, leading to isolation and anti-social behaviour. It is thought that emoji may be able to compensate here, filling the gap left by non-verbal cues, but very few studies to date have examined how effective they are. In this series of studies, which is only just beginning, we aim to find out to what degree emoji are successful in transmitting socially important information that is normally carried by non-verbal cues in face-to-face interactions. 

Effects of Social Anxiety Disorder on Understanding Facial Expressions

Led by doctoral student Corina Lacombe, this project examines whether social anxiety disorder (SAD) is associated with a negative cognitive and attentional bias to various emotional facial expressions. Some research suggests that ambiguous facial cues, such as neutral emotional expressions, are perceived negatively by people with anxiety. Furthermore, there is evidence to suggest that these perceptual biases contribute to the maintenance of the disorder. However, inconsistent findings in the literature have led Corina to conduct a meta-analysis investigating whether individuals with SAD are able to correctly identify and categorize various emotional facial expressions. The findings of this project will help us better understand some of the maintaining factors associated with social anxiety disorder.

Micro-Expressions: Can I Really Tell Your True Feelings From Your Subtle Unconscious Emotional Expressions?

It has been suggested that humans engage in micro-expressions, which are subtle short-duration expressions of emotions such as anger, joy and fear. It has been further suggested that people can be trained to read these subtle cues and thus gain insight into the true feelings of others by seeing through fake smiles or forced neutral expressions.  But little work has examined whether the human visual system is even fast enough to pick up these cues. Led by doctoral candidate Justin Chamberland, this project examines the speed with which individuals can read briefly-presented emotional expressions.  Our results show that humans can detect certain emotional expressions, such as happiness, in as little as 5 milliseconds.  This opens the door to the possibility that micro-expressions can indeed be read. However, to date our stimuli have been high-intensity full-face expressions, not the subtler partial ones that are typical of real-world micro-expressions. So more work remains to me be done.  Stay tuned...

Interactions Between Facial Expressions and Facial Identity Processing In Younger and Older Adults

The emotional enhancement of memory (EEM) effect refers to the phenomenon by which people tend to remember emotionally-charged stimuli better than emotionally neutral ones. In this project, we examine the extent to which the EEM effect applies to facial recognition. We are testing this using a diverse sample of face stimuli from across the age spectrum, courtesy of the FACES Database. Additionally, using eye-tracker technology (EyeLink 1000), we aim to uncover how eye movements correlate with facial recognition. The present study is part of a larger ongoing research project that will examine age effects by testing elderly participants. However, initial testing will be conducted on a sample composed of young people, who have been shown in the literature to display a negativity bias when exposed to facial stimuli portraying emotional expressions. Therefore, we expect angry faces to be better remembered than either happy or neutral ones among this population. Past research in facial recognition has tended to focus on either facial identity or emotional expression processing. The present study aims to provide a significant contribution to existing research by combining both elements in order to examine their interaction.

Non-Suicidal Self-Injury is Associated with Greater Sensitivity to Facial Emotion Recognition Despite Decreased Mimicry

Non-Suicidal Self-Injury, commonly known as "cutting", refers to the intentional self-inflicted damaging of one's body without the intent to die. It is a pathological behaviour with an increasing and high prevalence among teens and young adults. This behaviour appears under the category of “conditions for further study” within the DSM-5, which encourages further research into the condition. Within her current research, doctoral candidate Laura Ziebell examines whether this condition is associated with differences in recognizing and correctly categorizing facial expressions of emotion, which some theories of its etiology suggest should be the case. Our findings (Ziebell et al., 2018) show that people with a history of NSSI are better able to recognize facial expressions, in that they can correctly categorize more subtle expressions. This is despite the fact that they seem to have less of a tendency to reflexively mimic others' positive and negative emotions, which is known to be helpful in emotion recognition and can promote social relationships (Ziebell et al., in press). The findings of this study help us better understand a common and troubling behaviour that disproportionately affects young people, and which is a risk factor for a number of negative outcomes, including suicide. Ultimately, it may lead to an increased understanding of this condition and improvements in therapeutic interventions used to target this population.

Publications

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Here are some of our most recent publications. Names in bold are students at VisCoRe.
Recent publications

Courtice, E. L., Lawrence, M., Collin, C., & Boutet, I. (2025). Emojis at work: The effects of emoji use on perceptions of competence and appropriateness in professional interactions. Accepted for publication in Collabra: Psychology.

Lacombe, C., Dubé, K., & Collin, C. (2025). Investigating the role of mood induction on emotional facial recognition in social anxiety. PLoS One20(9), e0332748.

Lawrence, M., Cimermanis, K., & Collin, C.A. (2025). Not All AI-generated Faces are Created Equal: Impacts of Model Gender, Race, and Emotional Expression on Classification Accuracy. AI & Society. https://doi.org/10.1007/s00146-025-02670-7

Davidson, P.S.R., Castro, A. W., Carton, S., Cunha, V., & Collin, C. A. (2025). The Second Database of Emotional Videos from Ottawa (DEVO-2): Over 1300 brief video clips rated on valence, arousal, impact, and familiarity. Behavior Research Methods 57, 161 (2025). 

Courtice, E. L., Boutet, I., & Collin, C. (2025). Emotional cues drive social attributions in technology mediated text-based interactions. Canadian Journal of Behavioural Science / Revue canadienne des sciences du comportement. Advance online publication. 

Lacombe, C., Elalouf, K., & Collin, C. (2024). Impact of social anxiety on communication skills in face-to-face vs. online contexts. Computers in Human Behavior Reports, August 2024, 100458

Jensen, A., Karpov, G., Collin, C. A., & Davidson, P. S. (2023). Executive function predicts older adults’ lure discrimination difficulties on the Mnemonic Similarity TaskThe Journals of Gerontology: Series B, gbad091. 

Lacombe, C., Simoneau, K., Elalouf, K., & Collin, C. (2023). The impact of social anxiety disorder on emotional expression recognition: A meta-analysisCognitive Therapy and Research.

Chamberland, J., & Collin, C. (2023). Effects of Forward Mask Duration Variability on the Temporal Dynamics of Brief Facial Expression Categorization. iPerception, 14(2), 1-14.

Boutet, I., Guay, J., Chamberland, J., Cousineau, D., & Collin, C.A. (2023). Emojis that work! Incorporating visual cues from facial expressions in emojis can reduce ambiguous interpretations. Computers in Human Behaviour, 9, 100251.

Collin, C.A., Chamberland, J., LeBlanc, M., Ranger, A., Boutet, I. (2022). Effects of emotional expression on face recognition may be accounted for by image similarity. Social Cognition.

Gibbings, A., Ray, L. B., Gagnon, S., Collin, C. A., Robillard, R., & Fogel, S. M., (2022). The EEG correlates and dangerous behavioural consequences of drowsy driving after a single night of mild sleep deprivation. Clinical Neurophysiology. 

Boutet, I., Nelson, E. A., Watier, N., Cousineau, D., Béland, S., & Collin, C. A. (2021). Different measures of holistic face processing tap into distinct but partially overlapping mechanismsAttention, Perception, & Psychophysics83(7), 2905-2923.

Boutet, I., Leblanc, M., Chamberland, J., Collin, C. (2021) Emojis influence emotional communication, social attributions, and information processing. Computers in Human Behavior, 119, 106722.

Ziebell, L., Collin, C., Mazalu, M., Rainville, S., Weippert, M., & Sokolov, M. (2020). Electromyographic evidence of reduced emotion mimicry in individuals with a history of non-suicidal self-injury. PLoS One15(12), e0243860.

Horic-Asselin, D., Brosseau-Liard, P., Gosselin, P., & Collin, C. A. (2020). Effects of temporal dynamics on perceived authenticity of smiles. Attention, Perception, & Psychophysics82(7), 3648-3657.

Ziebell L., Collin C., Rainville S., Mazalu M., Weippert M.(2020). Using an ideal observer analysis to investigate the visual perceptual efficiency of individuals with a history of non-suicidal self-injury when identifying emotional expressions. PLoS ONE, 15(2): e0227019.

Boutet, I. Shah, D.K., Collin, C.A., Berti, S., Persike, M. & Meinhardt-Injac, B. (2020). Age-related changes in amplitude, latency and specialization of ERP responses to faces and watches. Aging, Neuropsychology, and Cognition.

Lemieux, C. L., Collin, C. A., & Watier, N. N. (2019). Gender differences in metacognitive judgments and performance on a goal-directed wayfinding task. Journal of Cognitive Psychology, 31(4), 453-466.

Shah, D.Collin, C.A., et al (2019). Investigation of emotional expression processing following cognitive behavioural therapy for patients with schizophrenia: an event-related potentials study. Applied and Clinical Neuropsychology.

Boutet, I., Dawod, K., Chiasson, F., Brown, O., & Collin, C. (2019). Perceptual Factors Can Drive Age-Related Elevation Of False Recognition. Frontiers in psychology, 10, 743.

Shah, D., Knott, V., Baddeley, A., Bowers, H., Wright, N., Labelle, A., ... & Collin, C. (2018). Impairments of emotional face processing in schizophrenia patients: Evidence from P100, N170 and P300 ERP components in a sample of auditory hallucinators. International Journal of Psychophysiology, 134, 120-134.

Davidson, P. S., Vidjen, P., Trincao-Batra, S., & Collin, C. A. (2018). Older Adults’ Lure Discrimination Difficulties on the Mnemonic Similarity Task Are Significantly Correlated With Their Visual Perception. The Journals of Gerontology: Series B.

Boutet, I., Collin, C.A., MacLeod, L.S., Messier, C., Holahan, M.R., Berry-Kravis, E. Gandhi, R.M., & Kogan, C.S., (2018). Utility of the hebb-williams maze paradigm for translational research in fragile x syndrome: a direct comparison of mice and humans. Frontiers in Molecular Neuroscience.

Plowright, C.M.S., Bridger, J.J.M., Xu, V., Herlehy, R.A., Collin, C.A. (2017). Floral guidance of learning of a preference for symmetry by bumblebees. Animal Cognition, 20(6), 1115-1127.

Boutet, I., Lemieux, C.L., Goulet, M-A., Collin, C.A. (2017). Faces elicit different scanning patterns depending on task demands. Attention, Perception & Psychophysics, 79(4), 1050-1063. 

Ziebell, L., Collin, C.A., Weippert, M., Sokolov, M.(2017). Categorization of emotional facial expressions in humans with a history of non-suicidal self-injury. International Journal of Comparative Psychology, 30, 1-16.