Metric: Average F1 (higher is better)
| # | Model↕ | Average F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Norface | 72.7 | No | Norface: Improving Facial Expression Analysis by... | 2024-07-22 | Code |
| 2 | FMAE_IAT | 70.1 | Yes | Representation Learning and Identity Adversarial... | 2024-07-15 | Code |
| 3 | FMAE | 68.7 | Yes | Representation Learning and Identity Adversarial... | 2024-07-15 | Code |
| 4 | MDHRM | 66.2 | No | Multi-scale Dynamic and Hierarchical Relationshi... | 2024-04-09 | Code |
| 5 | Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50) | 63.1 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 6 | Multi-dimensional Edge Feature-based AU Relation Graph (Swin-B) | 62.4 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 7 | JAA-Net | 56 | No | Deep Adaptive Attention for Joint Facial Action ... | 2018-03-15 | Code |
| 8 | DRML | 26.7 | No | - | - | Code |