Methods › Computer Vision › Style Transfer Modules › Drafting Network
Drafting Network
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.
Drafting Network is a style transfer module designed to transfer global style patterns in low-resolution, since global patterns can be transferred easier in low resolution due to larger receptive field and less local details. To achieve single style transfer, earlier work trained an encoder-decoder module, where only the content image is used as input. To better combine the style feature and the content feature, the Drafting Network adopts the AdaIN module.
The architecture of Drafting Network is shown in the Figure, which includes an encoder, several AdaIN modules and a decoder. (1) The encoder is a pre-trained VGG-19 network, which is fixed during training. Given x̅_c and x̅ₛ, the VGG encoder extracts features in multiple granularity at 2_1, 3_1 and 4_1 layers. (2) Then, we apply feature modulation between the content and style feature using AdaIN modules after 2_1, 3_1 and 4_1 layers, respectively. (3) Finally, in each granularity of decoder, the corresponding feature from the AdaIN module is merged via a skip-connection. Here, skip-connections after AdaIN modules in both low and high levels are leveraged to help to reserve content structure, especially for low-resolution image.
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
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Categories archive 2025-07-28
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