| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DAVIS All | DiTFlow | MF0.785 | 12 | 4d ago | |
| DAVIS Scene | DiTFlow | MF Score0.789 | 12 | 4d ago | |
| DAVIS Subject | DiTFlow | MF77.5 | 12 | 4d ago | |
| DAVIS Caption | DiTFlow | MF Score0.79 | 12 | 4d ago | |
| DAVIS (All subsets) | MotionAdapter | CLIP Score0.324 | 9 | 4d ago | |
| DAVIS Hard | MotionAdapter | CLIP Score0.3289 | 9 | 4d ago | |
| DAVIS Medium | MotionAdapter | CLIP Score0.331 | 9 | 4d ago | |
| DAVIS Easy | MotionInversion | CLIP Score0.3236 | 9 | 4d ago | |
| DAVIS curated subset of 50 videos | MotionInversion | CS Score32.24 | 7 | 4d ago | |
| 26 videos and 56 text-video pairs | VMC | Text Alignment (Automated)32.56 | 5 | 3d ago | |
| Qwen Image Edit Style-transferred images (test) | FlexAM | Texture Alignment32.55 | 4 | 3d ago | |
| Motion Transfer User Study | WanAnimate | Motion Fidelity3.71 | 3 | 4d ago | |
| Constructed Motion Transfer Dataset 120 videos 1.0 (test) | Moaw | EPE Down14.74 | 2 | 4d ago | |
| VoxCeleb1 | Ours (HDAM) | User Preference Score66 | 2 | 3d ago | |
| Fashion | Ours (HDAM) | User Preference Score76 | 2 | 3d ago |
