Video Generation on CausVid
0.0369LPIPSPolarQuant
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PolarQuantbits=4, compr.=2.42×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0369 | 27.82 | 89.84 | 0.3171 | 0.9922 | — | — | — | — | |
| PolarQuantb=4, KV×=2.4×2026.05 | 0.037 | 27.8 | — | — | — | 0.006 | 0.124 | 19.5 | 42.2 | |
| OCTOPUSbits=4, compr.=2.31×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.038 | 27.52 | 89.45 | 0.3175 | 0.992 | — | — | — | — | |
| OCTOPUS-QJLbits=4, compr.=2.16×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.038 | 27.52 | 89.46 | 0.3174 | 0.9922 | — | — | — | — | |
| OCTOPUSb=4, KV×=2.3×2026.05 | 0.038 | 27.5 | — | — | — | 0.005 | 0.115 | 19.3 | 42.8 | |
| OCTOPUS-QJLb=4, KV×=2.2×2026.05 | 0.038 | 27.5 | — | — | — | 0.006 | 0.117 | 19.3 | 42.6 | |
| TurboQuant-MSEb=4, KV×=2.4×2026.05 | 0.045 | 26.5 | — | — | — | 0.008 | 0.13 | 17.4 | 39.5 | |
| TurboQuant-MSEbits=4, compr.=2.40×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0454 | 26.47 | 88.07 | 0.3168 | 0.9894 | — | — | — | — | |
| OCTOPUSbits=3, compr.=2.67×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0777 | 23.72 | 82.98 | 0.3172 | 0.9754 | — | — | — | — | |
| OCTOPUS-QJLbits=3, compr.=2.48×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0778 | 23.71 | 82.97 | 0.3173 | 0.9754 | — | — | — | — | |
| OCTOPUSb=3, KV×=2.7×2026.05 | 0.078 | 23.7 | — | — | — | 0.012 | 0.228 | 16.5 | 36 | |
| OCTOPUS-QJLb=3, KV×=2.5×2026.05 | 0.078 | 23.7 | — | — | — | 0.012 | 0.225 | 16.5 | 36.4 | |
| PolarQuantbits=3, compr.=2.77×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0928 | 22.84 | 81.11 | 0.3168 | 0.9682 | — | — | — | — | |
| PolarQuantb=3, KV×=2.8×2026.05 | 0.093 | 22.8 | — | — | — | 0.013 | 0.263 | 16.1 | 34.9 | |
| TurboQuant-QJLb=4, KV×=2.4×2026.05 | 0.096 | 22.6 | — | — | — | 0.014 | 0.265 | 15.5 | 34.8 | |
| TurboQuant-QJLbits=4, compr.=2.38×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0963 | 22.62 | 80.51 | 0.3175 | 0.968 | — | — | — | — | |
| TurboQuant-MSEbits=3, compr.=2.75×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.0975 | 22.56 | 80.29 | 0.3172 | 0.9674 | — | — | — | — | |
| TurboQuant-MSEb=3, KV×=2.7×2026.05 | 0.098 | 22.6 | — | — | — | 0.013 | 0.263 | 15.5 | 35.5 | |
| OCTOPUSb=2, KV×=3.1×2026.05 | 0.178 | 19.7 | — | — | — | 0.029 | 0.366 | 13.8 | 30.9 | |
| OCTOPUS-QJLb=2, KV×=2.8×2026.05 | 0.178 | 19.7 | — | — | — | 0.028 | 0.364 | 13.9 | 30.9 | |
| OCTOPUS-QJLbits=2, compr.=2.84×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.1783 | 19.68 | 71.92 | 0.3179 | 0.9226 | — | — | — | — | |
| OCTOPUSbits=2, compr.=3.11×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.1784 | 19.68 | 71.9 | 0.318 | 0.9225 | — | — | — | — | |
| PolarQuantb=2, KV×=3.3×2026.05 | 0.251 | 17.9 | — | — | — | 0.045 | 0.469 | 13 | 28.3 | |
| PolarQuantbits=2, compr.=3.26×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.2514 | 17.93 | 66.18 | 0.3171 | 0.8728 | — | — | — | — | |
| TurboQuant-MSEb=2, KV×=3.2×2026.05 | 0.261 | 17.9 | — | — | — | 0.055 | 0.45 | 12.9 | 28.1 | |
| TurboQuant-MSEbits=2, compr.=3.22×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.2611 | 17.87 | 64.29 | 0.3211 | 0.8717 | — | — | — | — | |
| TurboQuant-QJLb=3, KV×=2.7×2026.05 | 0.262 | 17.8 | — | — | — | 0.076 | 0.449 | 12.8 | 28 | |
| TurboQuant-QJLbits=3, compr.=2.72×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.2621 | 17.81 | 64.02 | 0.3204 | 0.8707 | — | — | — | — | |
| TurboQuant-QJLbits=2, compr.=3.19×, residual window=1 frame, V group g=32, per-layer boundary protection=no2026.05 | 0.579 | 13.1 | 45.03 | 0.3067 | 0.511 | — | — | — | — | |
| TurboQuant-QJLb=2, KV×=3.2×2026.05 | 0.579 | 13.1 | — | — | — | 0.265 | 0.83 | 9.5 | 19.8 |