| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| YouTube-VOS | HL-OutPaint | PSNR22.15 | 9 | 15d ago | |
| DAVIS | M3DDM+ | PSNR23.63 | 8 | 3mo ago | |
| VACE-Benchmark | VDOT | Aesthetic Quality58.86 | 7 | 2mo ago | |
| Pexels User Study (10 randomly selected videos) | HL-OutPaint | Visual Quality95 | 5 | 15d ago | |
| Pexels 500-frame 720x1280 video 2026 (test) | HL-OutPaint | Time (min)105 | 5 | 15d ago | |
| Short-Form | HL-OutPaint | SC92 | 5 | 15d ago | |
| Long-Video | HL-OutPaint | PSNR16.6 | 5 | 15d ago | |
| DAVIS 20 | HL-OutPaint | PSNR15.32 | 5 | 15d ago | |
| DAVIS 2017 (val) | HL-OutPaint | PSNR16.87 | 5 | 15d ago | |
| UVCBench | VDOT | Aesthetic Quality63.18 | 4 | 3mo ago | |
| DAVIS Static | M3DDM | MSE0.0533 | 4 | 3mo ago | |
| VideoCanvasBench | VACE | FVD5.129 | 3 | 6d ago | |
| VBench FoV = 120° | Argus | Imaging Score0.4895 | 3 | 1mo ago | |
| VBench FoV = 90° | Argus | Imaging Score0.4773 | 3 | 1mo ago | |
| VBench FoV = 60° | Argus | Imaging Quality Score0.476 | 3 | 1mo ago | |
| VACE-Benchmark | HetCache | PSNR19.62 | 3 | 2mo ago |
