mlsanityData to 14 Oct 2026

Py-Feat: Python Facial Expression Analysis Toolbox

arXiv 2104.03509 ↗First posted 8 Apr 2021cs.CV cs.LG eess.IVcited by 33

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Abstract (arXiv)

Studying facial expressions is a notoriously difficult endeavor. Recent advances in the field of affective computing have yielded impressive progress in automatically detecting facial expressions from pictures and videos. However, much of this work has yet to be widely disseminated in social science domains such as psychology. Current state of the art models require considerable domain expertise that is not traditionally incorporated into social science training programs. Furthermore, there is a notable absence of user-friendly and open-source software that provides a comprehensive set of tools and functions that support facial expression research. In this paper, we introduce Py-Feat, an open-source Python toolbox that provides support for detecting, preprocessing, analyzing, and visualizing facial expression data. Py-Feat makes it easy for domain experts to disseminate and benchmark computer vision models and also for end users to quickly process, analyze, and visualize face expression data. We hope this platform will facilitate increased use of facial expression data in human behavior research.

Key facts. Cited by 33 papers in the map (data through 14 Oct 2026). Builds on 18 of its 106 references that are in the map. First posted on arXiv 8 Apr 2021.

Builds on

18 of 106 references.

References · 18

  1. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
  2. 2016XGBoost: A Scalable Tree Boosting Systemcited by 5,166
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  6. 2017AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wildcited by 492
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6 more
  1. 2017FaceBoxes: A CPU Real-time Face Detector with High Accuracycited by 45
  2. 2018A Compact Embedding for Facial Expression Similaritycited by 41
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Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 2; 2023: 7; 2024: 4; 2025: 7; 2026: 13.

33 papers.

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  1. 2023High-Fidelity and Freely Controllable Talking Head Video Generationcited by 42
  2. 2024Behaviour4All: in-the-wild Facial Behaviour Analysis Toolkitcited by 16
  3. 2024Textualized and Feature-based Models for Compound Multimodal Emotion Recognition in the Wildcited by 9
  4. 2022Tensor-based Emotion Editing in the StyleGAN Latent Spacecited by 7
  5. 2023Learning Motion Refinement for Unsupervised Face Animationcited by 7
  6. 2024Transformer with Leveraged Masked Autoencoder for video-based Pain Assessmentcited by 7
  7. 2025Visual and Textual Prompts in VLLMs for Enhancing Emotion Recognitioncited by 7
  8. 2025OpenFace 3.0: A Lightweight Multitask System for Comprehensive Facial Behavior Analysiscited by 5
  9. 2023Using Positive Matching Contrastive Loss with Facial Action Units to mitigate bias in Facial Expression Recognitioncited by 4
  10. 2026Solution for 10th Competition on Ambivalence/Hesitancy (AH) Video Recognition Challenge using Divergence-Based Multimodal Fusioncited by 4
  11. 2023Optimizing Facial Expressions of an Android Robot Effectively: a Bayesian Optimization Approachcited by 3
  12. 2025Beyond FACS: Data-driven Facial Expression Dictionaries, with Application to Predicting Autismcited by 3
21 more
  1. 2025SynPAIN: A Synthetic Dataset of Pain and Non-Pain Facial Expressionscited by 3
  2. 2022Interpretable Explainability in Facial Emotion Recognition and Gamification for Data Collectioncited by 1
  3. 2023Integrating Holistic and Local Information to Estimate Emotional Reaction Intensitycited by 1
  4. 2023Behavior quantification as the missing link between fields: Tools for digital psychiatry and their role in the future of neurobiologycited by 1
  5. 2023Can we truly transfer an actor's genuine happiness to avatars? An investigation into virtual, real, posed and spontaneous facescited by 0
  6. 2024The Meme Is the Message: Generative Memesis and AI Visuals in the 2024 USA Presidential Electionscited by 0
  7. 2025CAST-Phys: Contactless Affective States Through Physiological signals Databasecited by 0
  8. 2025REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalizationcited by 0
  9. 2025Bitbox: Behavioral Imaging Toolbox for Computational Analysis of Behavior from Videoscited by 0
  10. 2026The Nonverbal Gap: Toward Affective Computer Vision for Safer and More Equitable Online Datingcited by 0
  11. 2026Interpretable facial dynamics as behavioral and perceptual traces of deepfakescited by 0
  12. 20263D Temporal Analysis for Autism Spectrum Disorder Screening During Attention Taskscited by 0
  13. 2026Beyond Universality: The GCC-FER Dataset and Culture-Aware Adaptation for Dynamic Facial Expression Recognitioncited by 0
  14. 2026STEER: Steerable Dyadic Head Avatarscited by 0
  15. 2026FIDAC: An Easy-to-use Pipeline to Extract and Interpret Interpersonal Distance From Videocited by 0
  16. 2026Emotion Intensity Matters: Generating Realistic Expressions in Virtual Humans with CVAEscited by 0
  17. 2026Real-TurnTurk: A Multimodal Turkish Corpus for Turn-Taking Predictioncited by 0
  18. 2026TAMI: Temporally Aligned, Missingness-Aware, and Interpretable Multimodal Fusion for Mental Health Assessment in Older Adults with Mild Cognitive Impairmentcited by 0
  19. 2026Multimodal Emotion Recognition in Conversations via Class-Wise Adaptive Modality Fusion and Affective Geometrycited by 0
  20. 2026SeetaPsych v1.0: An Open-source Computer Vision Toolkit for Behavior-based Psychological Measurementcited by 0
  21. 2026GLARE: Generating Listening Heads with Appropriate Reactionscited by 0