mlsanityData to 7 Oct 2026

Facial Action Unit Recognition With Multi-models Ensembling

arXiv 2203.13046 ↗First posted 24 Mar 2022cs.CVcited by 10

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Abstract (arXiv)

The Affective Behavior Analysis in-the-wild (ABAW) 2022 Competition gives Affective Computing a large promotion. In this paper, we present our method of AU challenge in this Competition. We use improved IResnet100 as backbone. Then we train AU dataset in Aff-Wild2 on three pertained models pretrained by our private au and expression dataset, and Glint360K respectively. Finally, we ensemble the results of our models. We achieved F1 score (macro) 0.731 on AU validation set.

Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). Builds on 14 of its 20 references that are in the map. First posted on arXiv 24 Mar 2022.

Builds on

14 of 20 references.

References · 14

  1. 2016Feature Pyramid Networks for Object Detectioncited by 5,021
  2. 2021Coordinate Attention for Efficient Mobile Network Designcited by 239
  3. 2019Expression, Affect, Action Unit Recognition: Aff-Wild2, Multi-Task Learning and ArcFacecited by 222
  4. 2018Deep Affect Prediction in-the-wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyondcited by 216
  5. 2020Analysing Affective Behavior in the First ABAW 2020 Competitioncited by 178
  6. 2021Affect Analysis in-the-wild: Valence-Arousal, Expressions, Action Units and a Unified Frameworkcited by 174
  7. 2021Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Studycited by 168
  8. 2020Partial FC: Training 10 Million Identities on a Single Machinecited by 163
  9. 2021Analysing Affective Behavior in the second ABAW2 Competitioncited by 163
  10. 2022ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challengescited by 156
  11. 2019Face Behavior a la carte: Expressions, Affect and Action Units in a Single Networkcited by 155
  12. 2020Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasetscited by 122
2 more
  1. 2020Improved Residual Networks for Image and Video Recognitioncited by 52
  2. 2017SSH: Single Stage Headless Face Detectorcited by 40

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Cited by year

Citing papers per year: 2022: 1; 2023: 6; 2024: 3.

10 papers.

  1. 2022ABAW: Learning from Synthetic Data & Multi-Task Learning Challengescited by 110
  2. 2023ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Emotional Reaction Intensity Estimation Challengescited by 110
  3. 2024The 6th Affective Behavior Analysis in-the-wild (ABAW) Competitioncited by 78
  4. 20247th ABAW Competition: Multi-Task Learning and Compound Expression Recognitioncited by 53
  5. 2023Multi-modal Facial Affective Analysis based on Masked Autoencodercited by 23
  6. 2023Multi-modal Facial Action Unit Detection with Large Pre-trained Models for the 5th Competition on Affective Behavior Analysis in-the-wildcited by 8
  7. 2023Facial Affect Recognition based on Transformer Encoder and Audiovisual Fusion for the ABAW5 Challengecited by 6
  8. 2023Spatial-temporal Transformer for Affective Behavior Analysiscited by 2
  9. 2023Computer Vision Estimation of Emotion Reaction Intensity in the Wildcited by 2
  10. 2024Facial Affect Recognition based on Multi Architecture Encoder and Feature Fusion for the ABAW7 Challengecited by 2