Bridging the Gap: Protocol Towards Fair and Consistent Affect Analysis

Guanyu Hu, Eleni Papadopoulou,Dimitrios Kollias,Paraskevi Tzouveli,Jie Wei, Xinyu Yang

2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG)(2024)

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Key words
Machine Learning,Learning Algorithms,Impact Of Change,Role In Decision-making,Demographic Attributes,Age Groups,Training Set,Validation Set,F1 Score,Average Accuracy,Racial Groups,Pacific Islander,Race And Ethnicity,Recognition Performance,Automatic Annotation,Topic Distribution,Fair Evaluation,Concordance Correlation Coefficient,Action Units,Dataset Partition,Fair Performance,Fair Model,Test Set Size,Fairness Considerations,Average F1,Demographic Groups,Small Set,Arousal Values,Prediction Model
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