From source to frame sequence
A clear silhouette, stable light, and simple composition help the model preserve form between frames. Busy backgrounds, occlusion, and low resolution increase artifact risk.
Generation versus editing
Editing operates on existing frames; a generative model creates new pixels. Review the result for unnatural motion, flickering edges, and inconsistent details.
Why labeling matters
Viewers should know that the media is synthetic. A visible disclosure and preserved provenance data reduce the chance of mistaken interpretation.