mlsanityData to 14 Oct 2026

Notational Animating: An Interactive Approach to Creating and Editing Animation Keyframes

arXiv 2603.06880 ↗First posted 6 Mar 2026cs.HCcited by 1

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Abstract (arXiv)

We introduce the concept of notational animating, an interaction paradigm for animation authoring where users sketch high-level notations over static drawings to indicate intended motions, which are then interpreted by automatic methods (e.g., GenAI models) to generate animation keyframes. Sketched notations have long served as cognitive instruments for animators, capturing forces, poses, dynamics, paths, and other animation features. However, such notations are often context-dependent, non-categorical, ambiguous, and composable based on our analysis of real-world animator-produced sketches. To facilitate interpretation, we first formalize these notations into a structured animation representation (i.e., source, path, and target). We then built an animation authoring system that translates high-level notations into the formalized intended animation, provides dynamic UI widgets for fine-grained parameter control, and establishes a closed feedback loop to resolve ambiguity. Finally, through a preliminary study with animators, we assess the usability of notational animating, reflect its affordance, and identify its contexts of use.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 6 Mar 2026.

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