xunhuang1995/AdaIN-style

Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization

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Introduces an adaptive instance normalization layer that dynamically computes affine parameters from style features, enabling arbitrary style transfer at 15 FPS on 512×512 images—720× faster than prior methods. Implements fine-grained control through content-style weighting (alpha), color preservation, multi-style interpolation, spatial masking for region-specific styles, and video processing. Built in Torch with VGG-19 feature extraction and trainable decoder, supporting both inference and training on COCO and WikiArt datasets.

1,557 stars. No commits in the last 6 months.

Stale 6m No Package No Dependents
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Adoption 10 / 25
Maturity 9 / 25
Community 21 / 25

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Stars

1,557

Forks

198

Language

Lua

License

MIT

Last pushed

Oct 30, 2017

Commits (30d)

0

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