ResearchBenchmarksText-to-Video Stylization on VBenchText-to-Video Stylization on VBenchFollow0.427CSD ScoreLoFA0.418680.420840.4230.42516Dec 9, 2025Evaluation resultsMethodMethodLinksCSD ScoreCLIP-TDynamic Degree (DD)Motion Smoothness (MS)LoFAOptimization protocol=...Optimization protocol=Direct Prediction2025.120.4270.29432.3940.994LoRAOptimization protocol=...Optimization protocol=Per-case Optimization2025.120.4190.28492.1070.9816