First Impressions: A Survey on Vision-Based Apparent Personality Trait Analysis
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Abstract (arXiv)
Personality analysis has been widely studied in psychology, neuropsychology, and signal processing fields, among others. From the past few years, it also became an attractive research area in visual computing. From the computational point of view, by far speech and text have been the most considered cues of information for analyzing personality. However, recently there has been an increasing interest from the computer vision community in analyzing personality from visual data. Recent computer vision approaches are able to accurately analyze human faces, body postures and behaviors, and use these information to infer apparent personality traits. Because of the overwhelming research interest in this topic, and of the potential impact that this sort of methods could have in society, we present in this paper an up-to-date review of existing vision-based approaches for apparent personality trait recognition. We describe seminal and cutting edge works on the subject, discussing and comparing their distinctive features and limitations. Future venues of research in the field are identified and discussed. Furthermore, aspects on the subjectivity in data labeling/evaluation, as well as current datasets and challenges organized to push the research on the field are reviewed.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Apr 2018.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 3; 2024: 1; 2025: 4; 2026: 1.
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- 2021A Survey on Personality-Aware Recommendation Systemscited by 18
- 2021Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactionscited by 16
- 2022An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognitioncited by 12
- 2023PsyMo: A Dataset for Estimating Self-Reported Psychological Traits from Gaitcited by 10
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Surveycited by 6
- 2023A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbotscited by 5
- 2022Prompt-based System for Personality and Interpersonal Reactivity Predictioncited by 3
- 2025Boosting Team Modeling through Tempo-Relational Representation Learningcited by 3
- 2023Explainable Human-centered Traits from Head Motion and Facial Expression Dynamicscited by 2
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directionscited by 2
- 2025Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviorscited by 1
- 2024Enhancing Apparent Personality Trait Analysis with Cross-Modal Embeddingscited by 0
- 2026Frozen Multimodal Embeddings for AI-Assisted Interview Assessment of Personality and Cognitive Ability10 Jun 2026
- 2025Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors30 Jul 2025
- 2025Boosting Team Modeling through Tempo-Relational Representation Learning17 Jul 2025
- 2025Multi-modal expressive personality recognition in data non-ideal audiovisual based on multi-scale feature enhancement and modal augment8 Mar 2025
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directions3 Mar 2025
- 2024Enhancing Apparent Personality Trait Analysis with Cross-Modal Embeddings6 May 2024
- 2023A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbots31 Dec 2023
- 2023PsyMo: A Dataset for Estimating Self-Reported Psychological Traits from Gait21 Aug 2023
- 2023Explainable Human-centered Traits from Head Motion and Facial Expression Dynamics20 Feb 2023
- 2022An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognition17 Oct 2022
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Survey20 Jul 2022
- 2022Prompt-based System for Personality and Interpersonal Reactivity Prediction23 Mar 2022
2 more
- 2021A Survey on Personality-Aware Recommendation Systemscited by 18
- 2021Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactionscited by 16
- 2022An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognitioncited by 12
- 2023PsyMo: A Dataset for Estimating Self-Reported Psychological Traits from Gaitcited by 10
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Surveycited by 6
- 2023A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbotscited by 5
- 2022Prompt-based System for Personality and Interpersonal Reactivity Predictioncited by 3
- 2025Boosting Team Modeling through Tempo-Relational Representation Learningcited by 3
- 2023Explainable Human-centered Traits from Head Motion and Facial Expression Dynamicscited by 2
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directionscited by 2
- 2025Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviorscited by 1
- 2024Enhancing Apparent Personality Trait Analysis with Cross-Modal Embeddingscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Frozen Multimodal Embeddings for AI-Assisted Interview Assessment of Personality and Cognitive Ability10 Jun 2026
- 2025Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors30 Jul 2025
- 2025Boosting Team Modeling through Tempo-Relational Representation Learning17 Jul 2025
- 2025Multi-modal expressive personality recognition in data non-ideal audiovisual based on multi-scale feature enhancement and modal augment8 Mar 2025
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directions3 Mar 2025
- 2024Enhancing Apparent Personality Trait Analysis with Cross-Modal Embeddings6 May 2024
- 2023A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbots31 Dec 2023
- 2023PsyMo: A Dataset for Estimating Self-Reported Psychological Traits from Gait21 Aug 2023
- 2023Explainable Human-centered Traits from Head Motion and Facial Expression Dynamics20 Feb 2023
- 2022An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognition17 Oct 2022
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Survey20 Jul 2022
- 2022Prompt-based System for Personality and Interpersonal Reactivity Prediction23 Mar 2022
12 newest of 14 All 14 (JSON)