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tkarras
progressive_growing_of_gans
Python2017–2020
tkarras / progressive_growing_of_gans

progressive_growing_of_gans

Progressive Growing of GANs for Improved Quality, Stability, and Variation

7Distinct people
7Mentions
0Explicit recommenders
6.2KGitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

Progressive Growing of GANs for Improved Quality, Stability, and Variation

GitHub

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

No other repository is repeatedly linked in the same discussions.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 3:56:07 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by year7 dated mentions

Observed mentions: 2017-10-27 22:38:15 UTC to 2020-07-08 16:57:52 UTC.

01232017-01-01 00:00:00 UTC to 2018-01-01 00:00:00 UTC (exclusive): 3 mentions; 1 submissions, 2 comments20172018-01-01 00:00:00 UTC to 2019-01-01 00:00:00 UTC (exclusive): 3 mentions; 1 submissions, 2 comments20182019-01-01 00:00:00 UTC to 2020-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2020-01-01 00:00:00 UTC to 2021-01-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 comments2020

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
20172017-01-01 00:00:00 UTC2018-01-01 00:00:00 UTC312
20182018-01-01 00:00:00 UTC2019-01-01 00:00:00 UTC312
20192019-01-01 00:00:00 UTC2020-01-01 00:00:00 UTC000
20202020-01-01 00:00:00 UTC2021-01-01 00:00:00 UTC101

What Hacker News says

7 sources
I don't know exactly what was used to upscale here, but Progressive Growing of GANs[0] was a breakthrough last year that proved at least 1024x1024 was viably producable. The short explanation is: Train and freeze the most basic layer of the model progressively to "let the network" understand higher resolution concepts one piece at the time, and avoid mode-collapse. The network architecture illustrating this a bit better is shown on page 3 of the paper [1] [0]: https://github.com/tkarras/progressive_growing_of_gans [1]: https://arxiv.org/pdf/1710.10196.pdf
In Christie’s sells its first AI portrait for $432k
We do have a long way to go, but AI has made huge strides over the past few years, irrespective of the hype/marketing. Notably this year, AlphaZero, advances in generating images (https://github.com/tkarras/progressive_growing_of_gans), voice synthesis with Tacotron, etc. were all very impressive results. Not to mention all the recent advances in the theory of deep learning. It's good to be on watch for the bullshit (the news stories about Facebook's chatbots' "language", most futurist's predictions, any hype about general artificial intelligence, replacing x% of jobs in y years), but don't throw the baby out with the bathwater. IMO, unlike blockchain, AI/ML is undoubtedly here to stay, and it will have a huge effect on everything.
In AI Failures in 2017

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