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xunhuang1995/AdaIN-style

Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization observed · 2026-08-28

github.com/xunhuang1995/AdaIN-style · homepage · Lua · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3453
  • days_rel: n/a
  • days_push: 3229
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1567 stars · 199 forks observed · 2026-08-28

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

Torch (Lua) implementation of the ICCV 2017 paper 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization'. It applies arbitrary artistic styles to content images and videos in real time using a novel AdaIN layer with pre-trained VGG-19 and decoder models.

Use cases

  • apply arbitrary painting styles to photos in real time
  • stylize videos with a chosen art style
  • reproduce AdaIN style transfer research results
  • interpolate between multiple styles
  • control content-style trade-off in stylization

When to choose

  • you need real-time arbitrary neural style transfer on GPU
  • you want the reference implementation of the AdaIN paper
  • you work in Torch7/Lua and need a fast feed-forward stylization model

When to avoid

  • you need a maintained PyTorch or TensorFlow implementation
  • you have no GPU or Torch7 environment
  • you need modern generative or diffusion-based stylization

Facets

library · maturity abandoned

image-processing deep-learning machine-learning computer-vision image-processing deep-learning artificial-intelligence lua style-transfer adain torch7 neural-style generative-art iccv-2017 real-time gpu linux

6 sources

Member repositories

RepositoryRoleHealth v2
xunhuang1995/AdaIN-stylemain32

For agents

markdown · JSON · MCP: product_card(name="xunhuang1995/AdaIN-style")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem