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Text-to-Video on ActWM-Bench

0.568Aesthetic QualityWan2.1+SPIRAL
0.50040.517950.53550.55305Mar 9, 2026

Evaluation results

MethodLinks
Wan2.1+SPIRALRes.=480P, FPS=162026.030.5680.7170.9310.9530.9880.8754.594.634.79
Wan2.1Res.=480P, FPS=162026.030.560.7290.9190.9440.9850.5654.173.784.47
Self-Forcing+SPIRALRes.=480P, FPS=162026.030.5580.7260.9430.9490.9870.4534.443.364.58
LongLive+SPIRALRes.=480P, FPS=162026.030.5540.7270.9360.950.990.7214.514.34.62
LongLiveRes.=480P, FPS=162026.030.5490.7350.9370.9460.990.2733.233.884.04
Self-ForcingRes.=480P, FPS=162026.030.5420.7310.9310.9410.9840.2754.554.794.69
SoraRes.=720P, FPS=302026.030.5110.6490.8980.9260.9910.3784.14.474.26
Sora+SPIRALRes.=720P, FPS=302026.030.5030.6480.8380.8980.9910.543.574.554.22