Generative Motion Infilling from Imprecisely Timed Keyframes

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dc.contributor.authorGoel, Purvien_US
dc.contributor.authorZhang, Haotianen_US
dc.contributor.authorLiu, C. Karenen_US
dc.contributor.authorFatahalian, Kayvonen_US
dc.contributor.editorBousseau, Adrienen_US
dc.contributor.editorDay, Angelaen_US
dc.date.accessioned2025-05-09T09:14:55Z
dc.date.available2025-05-09T09:14:55Z
dc.date.issued2025
dc.description.abstractKeyframes are a standard representation for kinematic motion specification. Recent learned motion-inbetweening methods use keyframes as a way to control generative motion models, and are trained to generate life-like motion that matches the exact poses and timings of input keyframes. However, the quality of generated motion may degrade if the timing of these constraints is not perfectly consistent with the desired motion. Unfortunately, correctly specifying keyframe timings is a tedious and challenging task in practice. Our goal is to create a system that synthesizes high-quality motion from keyframes, even if keyframes are imprecisely timed. We present a method that allows constraints to be retimed as part of the generation process. Specifically, we introduce a novel model architecture that explicitly outputs a time-warping function to correct mistimed keyframes, and spatial residuals that add pose details. We demonstrate how our method can automatically turn approximately timed keyframe constraints into diverse, realistic motions with plausible timing and detailed submovements.en_US
dc.description.number2
dc.description.sectionheadersBringing Motion to Life: Motion Reconstruction and Control
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume44
dc.identifier.doi10.1111/cgf.70060
dc.identifier.issn1467-8659
dc.identifier.pages10 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.70060
dc.identifier.urihttps://diglib.eg.org/handle/10.1111/cgf70060
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.titleGenerative Motion Infilling from Imprecisely Timed Keyframesen_US
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