| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DavisBench | MotionEcho (DiTFlow 4 steps) | TC0.97 | 6 | 17d ago | |
| LOVEU-TGVE | EquiEdit | CLIP Score31.068 | 6 | 18d ago | |
| VPBench | TeaCache - slow | VFID25.64 | 6 | 4mo ago | |
| 24 videos (full) | VMC | Text Alignment (CLIP)0.801 | 5 | 5mo ago | |
| Text-guided Video Editing Benchmark | FREE-Edit | Warp Error0.595 | 4 | 4mo ago | |
| 11 videos (test) | Pix2Video | Frame Accuracy100 | 4 | 5mo ago | |
| BalanceCC 50 video | NaRCan | Short-term E_warp0.0065 | 4 | 5mo ago | |
| User Study | SimDA | Quality85.2 | 4 | 5mo ago | |
| Ophthalmic Surgical Videos 19 phase-specific interventions (Clinical Evaluation) | OphEdit | Anatomical Score61.4 | 3 | 2mo ago | |
| Video Editing 4s, 30 FPS, 512p x 384p (test) | Fairy | Latency (s)13.8 | 3 | 5mo ago | |
| WebVid-10M (val) | SimDA | Frame Consistency (CLIP Score)94.9 | 2 | 5mo ago |
