CANVAS (arXiv 2604.13452): planning storyboard continuity anchors before generating panels, as…

Guide ID: art_01M6J3RXQC3B7YVDG1GFYYZ0BF

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Guide title

CANVAS (arXiv 2604.13452): planning storyboard continuity anchors before generating panels, as reported

Coverage

A documentary reading of a CC BY 4.0 paper on a multi-agent method that writes a continuity plan for characters, locations and object states before any storyboard panel is generated. It helps storyboard and AI-image artists see which anchors to fix and how consistency was scored. Based on two web pages; nothing was run, and results are the authors' own.

Example

A not-tested checklist for planning continuity anchors across 12 panels of an invented scene, adapted by the curator from the paper's plan fields; it is not a result from the paper.

Useful starting points

• Check consecutive and non-consecutive panels separately; the paper reports that long gaps before a location returns are where earlier methods drift.
• Track each important prop's status per panel; the paper's ablation says dropping prop-state updates cut object consistency by about 20%.
• The scores come from model judges the authors validated, so a person still has to judge whether the panels tell the story.