Datasets › FFHQ › Papers where code ran, page 1

FFHQ (Flickr-Faces-HQ)

Papers archive 2025-07-28

papers with a benchmark row: 59 · with a code link: 57 · where Syntology ran a sample: 37 (34 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (37 of 59 with a benchmark row: 34 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 37 of the 37 papers with a benchmark row here where Syntology ran at least one harvested sample (34 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,468. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
The GAN is dead; long live the GAN! A Modern GAN Baseline 1 1 9 Jan 2025 official (archive's flag): 9 ran · 9 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (11 pointer-only for licence)
Flow Matching in Latent Space 1 1 17 Jul 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models 4 9 7 Jun 2023 official (archive's flag): 2 ran · 53 ran (of which 0 constructed an object rather than computing a result; 34 with no instrument failure: 6 honoured, 1 violated, 27 with no contract checked; 19 where Syntology's instrument failed) · 10 unverified (12 pointer-only for licence)
PFGM++: Unlocking the Potential of Physics-Inspired Generative Models 1 1 8 Feb 2023 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer 1 3 30 Jan 2023 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
StyleNAT: Giving Each Head a New Perspective 2 3 10 Nov 2022 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Diffusion-GAN: Training GANs with Diffusion 4 1 5 Jun 2022 community repositories only · 15 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 9 where Syntology's instrument failed) · 3 unverified (8 pointer-only for licence)
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets 2 4 1 Feb 2022 official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 5 honoured, 0 violated, 5 with no contract checked; 6 where Syntology's instrument failed) · 3 unverified (7 pointer-only for licence)
StyleSwin: Transformer-based GAN for High-resolution Image Generation 1 4 20 Dec 2021 official (archive's flag): 2 ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Projected GANs Converge Faster 3 1 1 Nov 2021 official (archive's flag): 12 ran · 38 ran (of which 14 constructed an object rather than computing a result; 20 with no instrument failure: 3 honoured, 0 violated, 17 with no contract checked; 18 where Syntology's instrument failed) · 11 unverified (6 pointer-only for licence)
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis 1 4 19 Oct 2021 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Alias-Free Generative Adversarial Networks 7 15 23 Jun 2021 official (archive's flag): 3 ran · 30 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 4 honoured, 4 violated, 14 with no contract checked; 8 where Syntology's instrument failed) · 1 unverified (12 pointer-only for licence)
Improved Transformer for High-Resolution GANs 1 5 14 Jun 2021 official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation 1 1 10 Jun 2021 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Data-Efficient Instance Generation from Instance Discrimination 1 2 8 Jun 2021 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Gotta Go Fast When Generating Data with Score-Based Models 1 2 28 May 2021 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Regularizing Generative Adversarial Networks under Limited Data 1 1 7 Apr 2021 official (archive's flag): 3 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Generative Adversarial Transformers 2 6 1 Mar 2021 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
SWAGAN: A Style-based Wavelet-driven Generative Model 2 2 11 Feb 2021 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Taming Transformers for High-Resolution Image Synthesis 13 1 17 Dec 2020 official (archive's flag): 2 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Very Deep VAEs Generalize Autoregressive Models and Can Outperform Them on Images 8 2 20 Nov 2020 official (archive's flag): 4 ran · 8 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
NVAE: A Deep Hierarchical Variational Autoencoder 10 1 8 Jul 2020 official (archive's flag): 9 ran · 26 ran (of which 15 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 0 violated, 18 with no contract checked; 5 where Syntology's instrument failed) · 15 unverified (23 pointer-only for licence)
Training Generative Adversarial Networks with Limited Data 28 3 11 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 21 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 2 honoured, 1 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
Adversarial Latent Autoencoders 12 1 9 Apr 2020 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Feature Quantization Improves GAN Training 2 1 5 Apr 2020 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models 16 1 8 Mar 2020 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Analyzing and Improving the Image Quality of StyleGAN 126 2 3 Dec 2019 official: harvested, nothing ran · 68 ran (of which 0 constructed an object rather than computing a result; 50 with no instrument failure: 3 honoured, 6 violated, 41 with no contract checked; 18 where Syntology's instrument failed) · 24 unverified (25 pointer-only for licence)
Component Attention Guided Face Super-Resolution Network: CAGFace 1 2 19 Oct 2019 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Improved Precision and Recall Metric for Assessing Generative Models 10 1 15 Apr 2019 official (archive's flag): 1 ran · 30 ran (of which 12 constructed an object rather than computing a result; 20 with no instrument failure: 5 honoured, 1 violated, 14 with no contract checked; 10 where Syntology's instrument failed) · 12 unverified (25 pointer-only for licence)
Feedback Network for Image Super-Resolution 4 3 23 Mar 2019 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks 5 2 14 Mar 2019 community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 3 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
A Style-Based Generator Architecture for Generative Adversarial Networks 83 2 12 Dec 2018 official (archive's flag): 1 ran · 244 ran (of which 147 constructed an object rather than computing a result; 218 with no instrument failure: 17 honoured, 3 violated, 198 with no contract checked; 26 where Syntology's instrument failed) · 152 unverified (229 pointer-only for licence)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 46 4 1 Sep 2018 official (archive's flag): 1 ran · 33 ran (of which 0 constructed an object rather than computing a result; 29 with no instrument failure: 0 honoured, 0 violated, 29 with no contract checked; 4 where Syntology's instrument failed) · 11 unverified (7 pointer-only for licence)
Enhanced Deep Residual Networks for Single Image Super-Resolution 45 3 10 Jul 2017 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network 140 3 15 Sep 2016 55 ran (of which 0 constructed an object rather than computing a result; 45 with no instrument failure: 3 honoured, 3 violated, 39 with no contract checked; 10 where Syntology's instrument failed) · 17 unverified (14 pointer-only for licence)
Accelerating the Super-Resolution Convolutional Neural Network 16 2 1 Aug 2016 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Image Super-Resolution Using Deep Convolutional Networks 60 2 31 Dec 2014 21 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 3 honoured, 0 violated, 14 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (7 pointer-only for licence)