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V for the SVD model. FVD are tested on the DAVIS2017 validation set. Higher (↑\uparrow) is better; lower (↓\downarrow) is better. Best is bold; second-best is underlined. VBench Appearance (↑\uparrow)
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Image-conditioned video diffusion models can now be fine-tuned to produce more realistic motion dynamics and long-term temporal coherence via a novel reward-driven approach that avoids common pitfalls like reward hacking.