alexjc/neural-doodle

Turn your two-bit doodles into fine artworks with deep neural networks, generate seamless textures from photos, transfer style from one image to another, perform example-based upscaling, but wait... there's more! (An implementation of Semantic Style Transfer.)

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Based on the README, here's a technical summary: Implements semantic style transfer via iterative patch matching—the algorithm extracts annotated regions from a style reference and incrementally synthesizes them onto a target using deep neural network features, supporting multi-phase refinement with configurable layer matching and smoothness constraints. Built for CPU and CUDA GPU rendering with Docker containerization; accepts optional semantic segmentation masks (*_sem.png) to guide style transfer while preserving structural correspondences between images.

9,879 stars. No commits in the last 6 months.

Archived Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 20 / 25

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Stars

9,879

Forks

898

Language

Python

License

AGPL-3.0

Last pushed

Oct 01, 2020

Commits (30d)

0

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