Methods › Computer Vision › Style Transfer Models › LapStyle
Laplacian Pyramid Network
LapStyle
Introduced by Tianwei Lin et al. in Drafting and Revision: Laplacian Pyramid Network for Fast High-Quality Artistic Style Transfer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
LapStyle, or Laplacian Pyramid Network, is a feed-forward style transfer method. It uses a Drafting Network to transfer global style patterns in low-resolution, and adopts higher resolution Revision Networks to revise local styles in a pyramid manner according to outputs of multi-level Laplacian filtering of the content image. Higher resolution details can be generated by stacking Revision Networks with multiple Laplacian pyramid levels. The final stylized image is obtained by aggregating outputs of all pyramid levels.
Specifically, we first generate image pyramid x̅_c, r_c from content image x_c with the help of Laplacian filter. Rough low-resolution stylized image are then generated by the Drafting Network. Then the Revision Network generates stylized detail image in high resolution. Then the final stylized image is generated by aggregating the outputs pyramid. L, C and A in an image represent Laplacian, concatenate and aggregation operation separately.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Arbitrary Style Transfer with Structure Enhancement by Combining the Global and Local Loss 23 Jul 2022 · 0 repositories · arXiv:2207.11438
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Drafting and Revision: Laplacian Pyramid Network for Fast High-Quality Artistic Style Transfer 12 Apr 2021 · 2 repositories · arXiv:2104.05376
Tasks archive 2025-07-28
2 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Style Transfer | 2 |
| Classification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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