Facial Behavior Synthesis on BP4D-AUText (test)
29.388FIDGANimation
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GANimationTraining=Retrained, Input=AU+Ref.2026.03 | 29.388 | 0.03 | 1.031 | 0.502 | 0.591 | |
| VQ-AUFaceAnatomical Loss=false, Ablated Component=w/o T_AU2026.03 | 60.056 | 0.068 | 1.032 | 0.4 | 0.578 | |
| VQ-AUFaceAnatomical Loss=false, Ablated Component=w/o T_A2026.03 | 60.58 | 0.069 | 1.035 | 0.408 | 0.577 | |
| VQ-AUFaceAnatomical Loss=true, Ablated Component=ALL2026.03 | 63.604 | 0.074 | 1.032 | 0.39 | 0.606 | |
| VQ-AUFaceAnatomical Loss=true, Ablated Component=w/o T_AU2026.03 | 63.9 | 0.073 | 1.032 | 0.395 | 0.592 | |
| VQ-AUFaceAnatomical Loss=true, Ablated Component=w/o T_A2026.03 | 66.031 | 0.078 | 1.033 | 0.396 | 0.574 | |
| VQ-AUFaceAnatomical Loss=true, Ablated Component=w/o ALL2026.03 | 67.489 | 0.075 | 1.03 | 0.407 | 0.575 | |
| VQ-AUFaceAnatomical Loss=false, Ablated Component=ALL2026.03 | 75.412 | 0.088 | 1.04 | 0.414 | 0.599 | |
| VQ-AUFaceAnatomical Loss=true, Ablated Component=w/o T_V2026.03 | 78.859 | 0.097 | 1.023 | 0.403 | 0.578 | |
| VQ-AUFaceAnatomical Loss=false, Ablated Component=w/o ALL2026.03 | 85.379 | 0.107 | 1.011 | 0.351 | 0.571 | |
| VQ-AUFaceAnatomical Loss=false, Ablated Component=w/o T_V2026.03 | 86.48 | 0.105 | 1.019 | 0.384 | 0.574 | |
| UniPortraitTraining=None, Input=Text+Ref.2026.03 | 108.159 | 0.092 | 1.043 | 0.568 | 0.588 | |
| Stable DiffusionTraining=Fine-tuned, Input=Text, Version=1.52026.03 | 126.217 | 0.157 | 1.008 | 0.475 | 0.602 | |
| AnyFaceTraining=None, Input=Text2026.03 | 171.677 | 0.175 | 1.013 | 0.57 | 0.555 |