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: The paper introduces motion-based features built from optical flow and salient region extraction to show how temporal-order-aware frameworks can accurately predict what humans find "beautiful" in a video.

: It explains the science behind why a well-executed time-lapse feels more "satisfying" than a standard video by integrating both photo-based and motion-based clues. Practical Resources for Creating Beauty Time-Lapses Download Beauty Timelapse Kete Kym

: For those interested in digital art, Pineapple Paper Co. offers tutorials on exporting stunning artwork time-lapses from Procreate . Standing Timelapse Tutorial on CapCut : The paper introduces motion-based features built from