The GAN reading list that closed shop in 2017
An obsessively curated GAN bibliography that admits defeat in the face of its own subject's success.

What it does
really-awesome-gan is a curated markdown bibliography of Generative Adversarial Networks resources. It collects papers, tutorials, videos, and reference implementations into categorized lists, from theory and computer vision to what the maintainer calls “Humor.” The whole thing is essentially a single README.md acting as a static index.
The interesting bit The most unusual feature is the project’s explicit retirement. The maintainer stopped adding entries in November 2017 with a frank note: GANs had shifted from an exotic topic to the mainstream, making an exhaustive list “no more feasible or useful.” That makes the repo a fossilized snapshot of the field’s early explosive phase rather than a living document.
Key highlights
- Frozen circa 2017, capturing the foundational GAN era before the literature tsunami.
- Categories span theory, applied vision, applied other domains, and even a “Humor” section.
- Hand-picked recommendations with inline result images (e.g., CycleGAN, face rotation).
- Links out to code repos, including minimalist PyTorch reproductions of classic papers.
- Maintained by Holger Caesar, who also points to related lists like
really-awesome-semantic-segmentation.
Caveats
- No new papers have been added since November 2017, so anything recent is absent.
- The maintainer explicitly abandoned the goal of exhaustiveness.
Verdict Worth a look if you are doing historical research or want to trace the GAN family tree from 2014–2017. Skip it if you need a current survey; this is a museum piece, not a roadmap.
Frequently asked
- What is nightrome/really-awesome-gan?
- An obsessively curated GAN bibliography that admits defeat in the face of its own subject's success.
- Is really-awesome-gan open source?
- Yes — nightrome/really-awesome-gan is an open-source project tracked on heatdrop.
- How popular is really-awesome-gan?
- nightrome/really-awesome-gan has 3.8k stars on GitHub.
- Where can I find really-awesome-gan?
- nightrome/really-awesome-gan is on GitHub at https://github.com/nightrome/really-awesome-gan.