Video Generation on VBench Wan 2.1-1.3B
64.3Imaging QualityFull Prec.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Full Prec.Quantization Protocol=—, W/A precision=16/162026.07 | 64.3 | 58.21 | 97.37 | 70.28 | 95.94 | 93.84 | 28.05 | 24.67 | |
| QVGenQuantization Protocol=QAT, W/A precision=W4A42026.07 | 63.08 | 54.67 | 98.25 | 77.78 | 94.08 | 92.57 | 15.32 | 23.01 | |
| EfficientDMQuantization Protocol=QAT, W/A precision=W4A42026.07 | 60.7 | 53.57 | 96.18 | 56.39 | 93.74 | 91.7 | 11.77 | 21.19 | |
| Q-DMQuantization Protocol=QAT, W/A precision=W4A42026.07 | 60.4 | 52.5 | 97.22 | 76.67 | 93.37 | 89.26 | 13.28 | 21.63 | |
| LSQQuantization Protocol=QAT, W/A precision=W4A42026.07 | 59.11 | 49.09 | 98.35 | 71.11 | 92.66 | 91.67 | 10.38 | 18.83 | |
| OrbitQuantQuantization Protocol=PTQ, W/A precision=W4A42026.07 | 58.58 | 53.41 | 97.42 | 53.89 | 95.3 | 92.98 | 18.81 | 23.86 | |
| SVDQuantQuantization Protocol=PTQ, W/A precision=W4A42026.07 | 57.57 | 46.3 | 94.21 | 72.22 | 93.16 | 77.96 | 12.73 | 21.91 | |
| QuaRotQuantization Protocol=PTQ, W/A precision=W4A42026.07 | 51.42 | 40.49 | 96.21 | 52.78 | 95.76 | 88.8 | 5.31 | 17.98 | |
| SmoothQuantQuantization Protocol=PTQ, W/A precision=W4A42026.07 | 46.32 | 36.33 | 96.39 | 51.94 | 95.85 | 90.39 | 2.79 | 15.05 | |
| ViDiT-QQuantization Protocol=PTQ, W/A precision=W4A42026.07 | 44.51 | 36.43 | 96.16 | 58.06 | 95.92 | 89.59 | 1.85 | 13.11 |