williamyang1991/DualStyleGAN

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1683 stars · 254 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Official PyTorch implementation of DualStyleGAN, a CVPR 2022 model for exemplar-based high-resolution (1024px) portrait style transfer. It extends StyleGAN2 with intrinsic and extrinsic style paths to control color and structure styles from a reference image.

Use cases

• transfer artistic styles onto portrait photos using a style exemplar
• toonify or caricaturize a face image
• generate high-resolution stylized portraits with color and structure control
• run portrait style transfer with pretrained models in a notebook
• combine DualStyleGAN with Stable Diffusion for new styles

When to choose

• you need exemplar-based portrait style transfer at 1024 resolution
• you want fine-grained control over color versus structural style
• you want a research-grade, paper-backed implementation with pretrained checkpoints

When to avoid

• you need general image style transfer beyond portraits
• you lack a GPU or want a lightweight production service
• you need a permissively licensed model for commercial use (license is non-standard)

Facets

library · maturity stable

image-processing machine-learning deep-learning computer-vision image-processing artificial-intelligence deep-learning python cross-platform stylegan2 style-transfer portrait-style-transfer toonify caricature cvpr2022 pytorch generative-models gpu

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markdown · JSON · MCP: product_card(name="williamyang1991/DualStyleGAN")