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PKU-YuanGroup/MagicTime

A diffusion-based text-to-video model that generates time-lapse videos by simulating metamorphic physical changes over time.

1.3k stars Python Image · Video · Audio
MagicTime
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MagicTime is a time-lapse video generation model published in IEEE TPAMI 2025. It extends text-to-video diffusion models to simulate metamorphic physical transformations, such as objects melting, rusting, or decaying over time. The model processes temporal deformation to produce photorealistic long-form time-lapse sequences from textual descriptions, and includes a dedicated dataset called ChronoMagic for training.

Frequently asked

What is PKU-YuanGroup/MagicTime?
A diffusion-based text-to-video model that generates time-lapse videos by simulating metamorphic physical changes over time.
Is MagicTime open source?
Yes — PKU-YuanGroup/MagicTime is open source, released under the Apache-2.0 license.
What language is MagicTime written in?
PKU-YuanGroup/MagicTime is primarily written in Python.
How popular is MagicTime?
PKU-YuanGroup/MagicTime has 1.3k stars on GitHub.
Where can I find MagicTime?
PKU-YuanGroup/MagicTime is on GitHub at https://github.com/PKU-YuanGroup/MagicTime.

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