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omertov/encoder4editing

Official implementation of "Designing an Encoder for StyleGAN Image Manipulation" (SIGGRAPH 2021) https://arxiv.org/abs/2102.02766 observed · 2026-10-21

github.com/omertov/encoder4editing · Jupyter Notebook · MIT (permissive) observed · 2026-10-21

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 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2084
  • days_rel: n/a
  • days_push: 1194
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1000 stars · 162 forks observed · 2026-10-21

What it is AI-extracted, prompt v1, taxonomy v1, 2026-09-07, confidence 0.93

Official PyTorch implementation of the SIGGRAPH 2021 paper 'Designing an Encoder for StyleGAN Image Manipulation' (e4e). It encodes real images into StyleGAN latent space for accurate reconstruction and semantic image editing.

Use cases

  • invert real images into stylegan latent codes
  • edit faces or cars with stylegan latent directions
  • reconstruct photos with a gan encoder
  • research gan inversion methods
  • run stylegan image manipulation on real images

When to choose

  • you need to edit real images via StyleGAN latent space
  • you want a research-grade encoder for GAN inversion
  • you want to reproduce the e4e paper results

When to avoid

  • you need a production image-editing tool with a polished UI
  • you have no NVIDIA GPU
  • you work with non-image data

Facets

library · maturity maintenance

machine-learning deep-learning image-processing llm-training deep-learning computer-vision image-processing machine-learning python stylegan gan-inversion image-editing siggraph2021 research-code pytorch linux macos gpu

1 source

Member repositories

RepositoryRoleHealth v2
omertov/encoder4editingmain32

For agents

markdown · JSON · MCP: product_card(name="omertov/encoder4editing")

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem