Research map / Probabilistic and scientific modeling / Causal discovery
Causal Intervention for Subject-Deconfounded Facial Action Unit Recognition
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add CIS to ResNet34 (ablation) | AU recognition · BP4D | F1-score: 3.7↑ | Helped |
| Add CIS to ResNet34 (ablation) | AU recognition · DISFA | F1-score: 7.3↑ | Helped |
| Add CIS to ResNet18 (ablation) | AU recognition · BP4D | F1-score: 3.9↑ | Helped |
| Add CIS to ResNet18 (ablation) | AU recognition · DISFA | F1-score: 6.2↑ | Helped |
| Add CIS to ResNet50 (ablation) | AU recognition · BP4D | F1-score: 2.3↑ | Helped |
| Add CIS to ResNet50 (ablation) | AU recognition · DISFA | F1-score: 8.8↑ | Helped |
| Increase the number of training subjects (ablation) | CISNet and the baseline AU model · Same test data | F1-score | Helped |
| Use CISNet instead of HMP-PS | AU recognition · BP4D | F1-score (Avg.): 0.9% | Helped |
| Use CISNet instead of HMP-PS | AU recognition · DISFA | F1-score (Avg.): 61.0 -> 64.7 | Helped |
Closest papers by meaning
- Breaking Spurious Correlations: Uncertainty-Driven Causal Transformers for AU Detection (CVPR 2026 · similarity 0.89)
- CausalAffect: Causally Guided Learning of Psychology-Aligned Facial Affect Relations (NeurIPS 2026 · similarity 0.88)
- Classifier Learning With Prior Probabilities for Facial Action Unit Recognition (CVPR 2018 · similarity 0.87)
- Semantic Relationships Guided Representation Learning for Facial Action Unit Recognition (AAAI 2019 · similarity 0.86)
- Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis (AAAI 2026 · similarity 0.85)
- Trend-Aware Supervision: On Learning Invariance for Semi-supervised Facial Action Unit Intensity Estimation (AAAI 2024 · similarity 0.83)
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