ML Research Wiki / Benchmarks / Image Generation / FFHQ

FFHQ

Image Generation Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: FID

Top Performing Models

Rank	Model	Paper	FID	Date	Code
1	Anycost GAN	Anycost GANs for Interactive Image Synthesis and Editing	2.77	2021-03-04	📦 mit-han-lab/anycost-gan
2	StyleGAN2	Analyzing and Improving the Image Quality of StyleGAN	2.84	2019-12-03	📦 labmlai/annotated_deep_learning_paper_implementations 📦 NVlabs/stylegan2 📦 lucidrains/stylegan2-pytorch
3	StyleGAN2	Generative Adversarial Transformers	2.98	2021-03-01	📦 dorarad/gansformer 📦 lucidrains/transganformer
4	StyleGAN (no instance norm)	Improved Precision and Recall Metric for Assessing Generative Models	4.16	2019-04-15	📦 toshas/torch-fidelity 📦 kynkaat/improved-precision-and-recall-metric 📦 youngjung/improved-precision-and-recall-metric-pytorch
5	StyleGAN	A Style-Based Generator Architecture for Generative Adversarial Networks	4.42	2018-12-12	📦 NVlabs/stylegan 📦 NVlabs/ffhq-dataset 📦 keras-team/keras-io
6	StyleSwin	StyleSwin: Transformer-based GAN for High-resolution Image Generation	5.07	2021-12-20	📦 microsoft/StyleSwin
7	HiT-B	Improved Transformer for High-Resolution GANs	6.37	2021-06-14	📦 google-research/hit-gan
8	MSG-StyleGAN	MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks	6.51	2019-03-14	📦 akanimax/BMSG-GAN 📦 akanimax/msg-stylegan-tf 📦 manicman1999/StyleGAN-Tensorflow-2.0 📦 Iceland-Leo/Style-MSG-GAN 📦 denizalperacar/MSG-GAN
9	GANsformer	Generative Adversarial Transformers	12.85	2021-03-01	📦 dorarad/gansformer 📦 lucidrains/transganformer
10	GAN	Generative Adversarial Transformers	13.18	2021-03-01	📦 dorarad/gansformer 📦 lucidrains/transganformer

All Papers (12)

Anycost GANs for Interactive Image Synthesis and Editing

2021

Anycost GAN

mit-han-lab/anycost-gan

Analyzing and Improving the Image Quality of StyleGAN

2019

StyleGAN2

labmlai/annotated_deep_learning_paper_implementations NVlabs/stylegan2

Generative Adversarial Transformers

2021

StyleGAN2

dorarad/gansformer lucidrains/transganformer

Improved Precision and Recall Metric for Assessing Generative Models

2019

StyleGAN (no instance norm)

toshas/torch-fidelity kynkaat/improved-precision-and-recall-metric

A Style-Based Generator Architecture for Generative Adversarial Networks

2018

StyleGAN

NVlabs/stylegan NVlabs/ffhq-dataset

StyleSwin: Transformer-based GAN for High-resolution Image Generation

2021

StyleSwin

microsoft/StyleSwin

Improved Transformer for High-Resolution GANs

2021

HiT-B

google-research/hit-gan

MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks

2019

MSG-StyleGAN

akanimax/BMSG-GAN akanimax/msg-stylegan-tf

Generative Adversarial Transformers

2021

GANsformer

dorarad/gansformer lucidrains/transganformer

Generative Adversarial Transformers

2021

GAN

dorarad/gansformer lucidrains/transganformer

Generative Adversarial Transformers

2021

SAGAN

dorarad/gansformer lucidrains/transganformer

Generative Adversarial Transformers

2021

VQGAN

dorarad/gansformer lucidrains/transganformer

FFHQ

Performance Over Time

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Top Performing Models

All Papers (12)

Anycost GANs for Interactive Image Synthesis and Editing

Analyzing and Improving the Image Quality of StyleGAN

Generative Adversarial Transformers

Improved Precision and Recall Metric for Assessing Generative Models

A Style-Based Generator Architecture for Generative Adversarial Networks

StyleSwin: Transformer-based GAN for High-resolution Image Generation

Improved Transformer for High-Resolution GANs

MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks

Generative Adversarial Transformers

Generative Adversarial Transformers

Generative Adversarial Transformers

Generative Adversarial Transformers

Model	Paper	FID	Date
Anycost GAN	Anycost GANs for Interactive Image Synthesis and …	2.77	2021-03-04
StyleGAN2	Analyzing and Improving the Image Quality of Styl…	2.84	2019-12-03
StyleGAN2	Generative Adversarial Transformers	2.98	2021-03-01
StyleGAN (no instance norm)	Improved Precision and Recall Metric for Assessin…	4.16	2019-04-15
StyleGAN	A Style-Based Generator Architecture for Generati…	4.42	2018-12-12
StyleSwin	StyleSwin: Transformer-based GAN for High-resolut…	5.07	2021-12-20
HiT-B	Improved Transformer for High-Resolution GANs	6.37	2021-06-14
MSG-StyleGAN	MSG-GAN: Multi-Scale Gradients for Generative Adv…	6.51	2019-03-14
GANsformer	Generative Adversarial Transformers	12.85	2021-03-01
GAN	Generative Adversarial Transformers	13.18	2021-03-01
SAGAN	Generative Adversarial Transformers	16.21	2021-03-01
VQGAN	Generative Adversarial Transformers	63.12	2021-03-01