| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| OpenVE-Bench | Overall Score3.51 | 39 | 2d ago | ||
| OpenVE-Bench (test) | VInO | Overall Score4.34 | 28 | 9d ago | |
| TGVE benchmark | PropFly-14B | ViCLIPdir22.8 | 20 | 1mo ago | |
| VIE-Bench | SAMA | Instruction Following9.533 | 18 | 27d ago | |
| V2VBench | Frames Quality5.404 | 17 | 1mo ago | ||
| 71 Video Editing Tasks | DynaEdit | Text Adherence Score4.21 | 14 | 2mo ago | |
| DAVIS (first 33 frames) | Refaçade (stage2) | Background MSE48.42 | 14 | 3mo ago | |
| NRVBench V1 (full) | Distortion (x10^3)0 | 14 | 3mo ago | ||
| VPBench (test) | DIFFPIR | CLIP Score26.36 | 13 | 3mo ago | |
| EditVerseBench Appearance (test) | PropFly-14B | Pick Score20.42 | 12 | 3mo ago | |
| FiVE-Bench (test) | StreamGVE (SF) | Structural Distance10.27 | 11 | 13d ago | |
| EditVerse latest (full) | EasyV2V | Editing Quality7.73 | 11 | 3mo ago | |
| EditVerseBench 125 videos | Ours-33f | CLIP Score99.1 | 11 | 3mo ago | |
| FiVE | Distance (Scaled)0 | 10 | 12d ago | ||
| IVE-Bench | Ditto | Total Score67 | 10 | 27d ago | |
| MSVBench (test) | ASTRA | Warp Error1.85 | 10 | 1mo ago | |
| VIE-Bench Swap Change | SAMA | Instruction Following Score9.733 | 10 | 2mo ago | |
| EgoEditBench | EgoEdit | VLM Score7.76 | 10 | 3mo ago | |
| TGVE+ (test) | EVE | ViCLIPout0.251 | 9 | 3mo ago | |
| TGVE (test) | RFDM3.5 | ViCLIPout0.284 | 9 | 3mo ago | |
| EditVerse-Bench 120-case source-video | Aurora | Overall Score7.61 | 8 | 14d ago | |
| EditVerseBench (test) | LIVEditor (ISA) | Quality Score7.89 | 8 | 27d ago | |
| Anchor-Bench | FlowDirector | CLIP Temporal Score25.19 | 8 | 1mo ago | |
| FiVE-Bench | FlowAnchor | CLIP-T28.82 | 8 | 1mo ago | |
| FiVE (test) | VideoGrain | Distance (x1000)12.4 | 8 | 1mo ago |
