Video Quality Evaluation on HOIGen 1M (test)
93.01Subject ConsistencyPixelation
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PixelationMethod Category=Classical2026.06 | 93.01 | 93.32 | 96.44 | 94.98 | 13.14 | 70.15 | 6.93 | 60.92 | |
| StructAllMethod Category=Ours, Conditioning=Wan2.1-VACE2026.06 | 92.88 | 92.35 | 96.98 | 94.91 | 16.11 | 86.85 | 17.35 | 89.65 | |
| StructHumanMethod Category=Ours, Conditioning=Wan2.1-VACE2026.06 | 92.23 | 91.52 | 97.12 | 95.05 | 16.36 | 89.74 | 19.3 | 89.49 | |
| EgoBlur (face only)Method Category=Classical, Scope=face only2026.06 | 92.18 | 92.54 | 96.92 | 95.1 | 12.43 | 83.7 | 13.2 | 84 | |
| BlackoutMethod Category=Classical2026.06 | 92.07 | 92.42 | 97.43 | 95.96 | 11.79 | 81.13 | 7.69 | 69.76 | |
| Gaussian blurMethod Category=Classical2026.06 | 92.02 | 92.96 | 97.41 | 95.8 | 13.62 | 75.3 | 14.49 | 75.04 | |
| DeepPrivacy2 (face)Method Category=Face-only, generative, Scope=face2026.06 | 91.67 | 91.26 | 96.77 | 94.88 | 11.99 | 87.34 | 11.86 | 88.45 | |
| FAMSMethod Category=Face-only, generative2026.06 | 90.71 | 90.18 | 96.61 | 94.75 | 12.16 | 74.31 | 8.23 | 87.86 | |
| DeepPrivacy2 (body)Method Category=Body-only, generative, Scope=body2026.06 | 89.16 | 88.76 | 95.78 | 94.03 | 12.06 | 76.17 | 10.72 | 83.74 | |
| FADMMethod Category=Body-only, generative2026.06 | 88.19 | 88.48 | 95.86 | 94.11 | 12.02 | 83.55 | 10.88 | 88 |