mlsanityData to 7 Oct 2026

Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition

arXiv 1609.05119 ↗First posted 16 Sep 2016cs.CVcited by 15

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Abstract (arXiv)

Here, we develop an audiovisual deep residual network for multimodal apparent personality trait recognition. The network is trained end-to-end for predicting the Big Five personality traits of people from their videos. That is, the network does not require any feature engineering or visual analysis such as face detection, face landmark alignment or facial expression recognition. Recently, the network won the third place in the ChaLearn First Impressions Challenge with a test accuracy of 0.9109.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Sep 2016.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 2; 2022: 3; 2023: 2; 2024: 1; 2025: 5; 2026: 2.

15 papers.

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  1. 2023SVFAP: Self-supervised Video Facial Affect Perceivercited by 18
  2. 2022An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognitioncited by 12
  3. 2021Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognitioncited by 5
  4. 2021Multimodal Personality Recognition using Cross-Attention Transformer and Behaviour Encodingcited by 5
  5. 2022Multimodal Vision Transformers with Forced Attention for Behavior Analysiscited by 3
  6. 2025Graph-Driven Multimodal Feature Learning Framework for Apparent Personality Assessmentcited by 2
  7. 2022Domain-specific Learning of Multi-scale Facial Dynamics for Apparent Personality Traits Predictioncited by 1
  8. 2025Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviorscited by 1
  9. 2023Learning Person-specific Network Representation for Apparent Personality Traits Recognitioncited by 0
  10. 2024Personality Analysis from Online Short Video Platforms with Multi-domain Adaptationcited by 0
  11. 2025Multi-modal expressive personality recognition in data non-ideal audiovisual based on multi-scale feature enhancement and modal augmentcited by 0
  12. 2025Learning Personalised Human Internal Cognition from External Expressive Behaviours for Real Personality Recognitioncited by 0
3 more
  1. 2025Joint Modeling of Big Five and HEXACO for Multimodal Apparent Personality-trait Recognitioncited by 0
  2. 2026Debiased Multimodal Personality Understanding through Dual Causal Interventioncited by 0
  3. 2026Perception or Prejudice: Can MLLMs Go Beyond First Impressions of Personality?cited by 0