Metric: Average F1 (higher is better)
| # | Model↕ | Average F1▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FMAE-IAT | 67.1 | Yes | Representation Learning and Identity Adversarial... | 2024-07-15 | Code |
| 2 | FMAE | 66.6 | Yes | Representation Learning and Identity Adversarial... | 2024-07-15 | Code |
| 3 | MDHRD | 66.6 | No | Multi-scale Dynamic and Hierarchical Relationshi... | 2024-04-09 | Code |
| 4 | Multi-dimensional Edge Feature-based AU Relation Graph (Swin-B) | 65.5 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 5 | Multi-dimensional Edge Feature-based AU Relation Graph (ResNet 50) | 64.7 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 6 | Multi-View Dynamic Facial Action Unit Detection | 63 | No | Multi-View Dynamic Facial Action Unit Detection | 2017-04-25 | Code |
| 7 | Swin-B | 62.6 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 8 | JAA-Net | 60 | No | Deep Adaptive Attention for Joint Facial Action ... | 2018-03-15 | Code |
| 9 | ResNet 50 | 59.1 | No | Learning Multi-dimensional Edge Feature-based AU... | 2022-05-02 | Code |
| 10 | DRML | 48.3 | No | - | - | Code |