| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| OpenVE-Bench | Overall Score3.49 | 22 | 23d ago | ||
| OpenVE-Bench (test) | VInO | Overall Score4.34 | 16 | 1mo ago | |
| 71 Video Editing Tasks | DynaEdit | Text Adherence Score4.21 | 14 | 1mo ago | |
| DAVIS (first 33 frames) | Refaçade (stage2) | Background MSE48.42 | 14 | 1mo ago | |
| NRVBench V1 (full) | Distortion (x10^3)0 | 14 | 1mo ago | ||
| VPBench (test) | DIFFPIR | CLIP Score26.36 | 13 | 1mo ago | |
| EditVerseBench Appearance (test) | PropFly-14B | Pick Score20.42 | 12 | 1mo ago | |
| VIE-Bench | SAMA | Instruction Following9.533 | 11 | 29d ago | |
| TGVE benchmark | PropFly-14B | Pick Score21.19 | 11 | 1mo ago | |
| EditVerse latest (full) | EasyV2V | Editing Quality7.73 | 11 | 1mo ago | |
| EditVerseBench 125 videos | Ours-33f | CLIP Score99.1 | 11 | 1mo ago | |
| MSVBench (test) | ASTRA | Warp Error1.85 | 10 | 3d ago | |
| VIE-Bench Swap Change | SAMA | Instruction Following Score9.733 | 10 | 29d ago | |
| EgoEditBench | EgoEdit | VLM Score7.76 | 10 | 1mo ago | |
| TGVE+ (test) | EVE | ViCLIPout0.251 | 9 | 1mo ago | |
| TGVE (test) | RFDM3.5 | ViCLIPout0.284 | 9 | 1mo ago | |
| VLM benchmark | Kiwi-Edit | IA Score19.15 | 8 | 9d ago | |
| VLM-based Video Editing Evaluation | DITTO | Background Replacement Score57.7 | 8 | 9d ago | |
| VACE-Benchmark (test) | KV-Lock | SC Score94.56 | 8 | 1mo ago | |
| VBench | NOVA | MS99.3 | 8 | 1mo ago | |
| OpenVE-Bench 1.0 (test) | Overall Score4.49 | 8 | 1mo ago | ||
| Senorita (test) | RFDM3.5 | DVS Score0.48 | 8 | 1mo ago | |
| 20 in-the-wild cases | MotionEditor | CLIP score28.86 | 8 | 1mo ago | |
| EditVerse | TokenDial | Edit Quality4.165 | 7 | 18d ago | |
| VIE-Bench Style Tone Change | Kling-Omni | Instruction Following Score9.867 | 7 | 29d ago |
