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leftthomas/SRGAN

A PyTorch implementation of SRGAN based on CVPR 2017 paper "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network" observed · 2026-08-28

github.com/leftthomas/SRGAN · Python · 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 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3224
  • days_rel: n/a
  • days_push: 773
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1248 stars · 353 forks observed · 2026-08-28

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

A PyTorch implementation of SRGAN, the CVPR 2017 generative adversarial network for photo-realistic single-image super-resolution. It includes training, benchmark testing, and single image/video upscaling scripts with pretrained model support.

Use cases

  • upscale low resolution images with a GAN
  • train an SRGAN super-resolution model on VOC2012
  • evaluate super-resolution on Set5, Set14, BSD100 benchmarks
  • enhance resolution of a single video
  • reproduce the SRGAN paper in PyTorch

When to choose

  • you want a faithful PyTorch reproduction of the SRGAN paper
  • you need 2x/4x/8x image upscaling with GAN-based detail
  • you want to experiment with or fine-tune a super-resolution GAN

When to avoid

  • you need production-grade, well-maintained super-resolution (consider Real-ESRGAN)
  • you want the latest transformer-based upscalers
  • you need a packaged library API rather than training/testing scripts

Facets

library · maturity maintenance

machine-learning deep-learning image-processing computer-vision deep-learning computer-vision image-processing python cross-platform pytorch srgan super-resolution gan research-code gpu

1 source

Member repositories

RepositoryRoleHealth v2
leftthomas/SRGANmain32

For agents

markdown · JSON · MCP: product_card(name="leftthomas/SRGAN")

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