ML Research Wiki / Benchmarks / Image Generation / STL-10

STL-10

Image Generation Benchmark

Performance Over Time

📊 Showing 25 results | 📏 Metric: FID

Top Performing Models

Rank	Model	Paper	FID	Date	Code
1	Diffusion ProjectedGAN	Diffusion-GAN: Training GANs with Diffusion	6.91	2022-06-05	📦 Zhendong-Wang/Diffusion-GAN 📦 zhendong-wang/prompt-diffusion 📦 mingyuanzhou/sid-lsg 📦 jegzheng/truncated-diffusion-probabilistic-models
2	UNCSN++ (RVE) + ST	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation	7.71	2021-06-10	📦 Kim-Dongjun/Soft-Truncation
3	D2GAN	Dual Discriminator Generative Adversarial Nets	7.98	2017-09-12	📦 tund/D2GAN 📦 alex98chen/testGAN
4	RDUOT	A High-Quality Robust Diffusion Framework for Corrupted Dataset	11.50	2023-11-28	📦 VinAIResearch/RDUOT
5	Diffusion StyleGAN2	Diffusion-GAN: Training GANs with Diffusion	11.53	2022-06-05	📦 Zhendong-Wang/Diffusion-GAN 📦 zhendong-wang/prompt-diffusion 📦 mingyuanzhou/sid-lsg 📦 jegzheng/truncated-diffusion-probabilistic-models
6	WaveDiff	Wavelet Diffusion Models are fast and scalable Image Generators	12.93	2022-11-29	📦 vinairesearch/wavediff
7	RDGAN	A High-Quality Robust Diffusion Framework for Corrupted Dataset	13.07	2023-11-28	📦 VinAIResearch/RDUOT
8	Styleformer	Styleformer: Transformer based Generative Adversarial Networks with Style Vector	15.17	2021-06-13	📦 BR-IDL/PaddleViT 📦 Jeeseung-Park/Styleformer 📦 younggeun-kim/Styleformer
9	SNGAN-DCD (Latent)	Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator	17.68	2020-04-05	📦 MinkaiXu/Discriminator-Contrastive-Divergence
10	TransGAN	TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up	18.28	2021-02-14	📦 VITA-Group/TransGAN 📦 BR-IDL/PaddleViT 📦 omihub777/vit-cifar

All Papers (25)

Diffusion-GAN: Training GANs with Diffusion

2022

Diffusion ProjectedGAN

Zhendong-Wang/Diffusion-GAN zhendong-wang/prompt-diffusion

Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation

2021

UNCSN++ (RVE) + ST

Kim-Dongjun/Soft-Truncation

Dual Discriminator Generative Adversarial Nets

2017

D2GAN

tund/D2GAN alex98chen/testGAN

A High-Quality Robust Diffusion Framework for Corrupted Dataset

2023

RDUOT

VinAIResearch/RDUOT

Diffusion-GAN: Training GANs with Diffusion

2022

Diffusion StyleGAN2

Zhendong-Wang/Diffusion-GAN zhendong-wang/prompt-diffusion

Wavelet Diffusion Models are fast and scalable Image Generators

2022

WaveDiff

vinairesearch/wavediff

A High-Quality Robust Diffusion Framework for Corrupted Dataset

2023

RDGAN

VinAIResearch/RDUOT

Styleformer: Transformer based Generative Adversarial Networks with Style Vector

2021

Styleformer

BR-IDL/PaddleViT Jeeseung-Park/Styleformer younggeun-kim/Styleformer

Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator

2020

SNGAN-DCD (Latent)

MinkaiXu/Discriminator-Contrastive-Divergence

TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up

2021

TransGAN

VITA-Group/TransGAN BR-IDL/PaddleViT

Partition-Guided GANs

2021

PGMGAN

alisadeghian/PGMGAN

EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs

2021

EAGAN (G+D)

marsggbo/EAGAN

Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator

2020

SNGAN-DCD (Pixel)

MinkaiXu/Discriminator-Contrastive-Divergence

EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs

2021

EAGAN (G)

marsggbo/EAGAN

Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search

2020

E2GAN

Yuantian013/E2GAN

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

2020

aw-AutoGAN

vasily789/adaptive-weighted-gans MindSpore-scientific-2/code-9 MindSpore-scientific-2/code-5

DEGAS: Differentiable Efficient Generator Search

2019

DEGAS

AutoGAN: Neural Architecture Search for Generative Adversarial Networks

2019

AutoGAN

TAMU-VITA/AutoGAN VITA-Group/AutoGAN

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

2020

aw-SN-GAN

vasily789/adaptive-weighted-gans MindSpore-scientific-2/code-9 MindSpore-scientific-2/code-5

Dist-GAN: An Improved GAN using Distance Constraints

2018

Dist-GAN

tntrung/gan

Improving MMD-GAN Training with Repulsive Loss Function

2018

Improving MMD GAN

richardwth/MMD-GAN

Spectral Normalization for Generative Adversarial Networks

2018

SN-GAN

pytorch/pytorch open-mmlab/mmgeneration

Dual Contradistinctive Generative Autoencoder

2020

DC-VAE

DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training

2021

PeerGAN

Quaternion Generative Adversarial Networks

2021

QSNGAN

eleGAN23/QVAE ispamm/hi2i eleGAN23/QGAN

STL-10

Performance Over Time

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Top Performing Models

All Papers (25)

Diffusion-GAN: Training GANs with Diffusion

Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation

Dual Discriminator Generative Adversarial Nets

A High-Quality Robust Diffusion Framework for Corrupted Dataset

Diffusion-GAN: Training GANs with Diffusion

Wavelet Diffusion Models are fast and scalable Image Generators

A High-Quality Robust Diffusion Framework for Corrupted Dataset

Styleformer: Transformer based Generative Adversarial Networks with Style Vector

Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator

TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up

Partition-Guided GANs

EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs

Discriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator

EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs

Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

DEGAS: Differentiable Efficient Generator Search

AutoGAN: Neural Architecture Search for Generative Adversarial Networks

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

Dist-GAN: An Improved GAN using Distance Constraints

Improving MMD-GAN Training with Repulsive Loss Function

Spectral Normalization for Generative Adversarial Networks

Dual Contradistinctive Generative Autoencoder

DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training

Quaternion Generative Adversarial Networks

Model	Paper	FID	Date
Diffusion ProjectedGAN	Diffusion-GAN: Training GANs with Diffusion	6.91	2022-06-05
UNCSN++ (RVE) + ST	Soft Truncation: A Universal Training Technique o…	7.71	2021-06-10
D2GAN	Dual Discriminator Generative Adversarial Nets	7.98	2017-09-12
RDUOT	A High-Quality Robust Diffusion Framework for Cor…	11.50	2023-11-28
Diffusion StyleGAN2	Diffusion-GAN: Training GANs with Diffusion	11.53	2022-06-05
WaveDiff	Wavelet Diffusion Models are fast and scalable Im…	12.93	2022-11-29
RDGAN	A High-Quality Robust Diffusion Framework for Cor…	13.07	2023-11-28
Styleformer	Styleformer: Transformer based Generative Adversa…	15.17	2021-06-13
SNGAN-DCD (Latent)	Discriminator Contrastive Divergence: Semi-Amorti…	17.68	2020-04-05
TransGAN	TransGAN: Two Pure Transformers Can Make One Stro…	18.28	2021-02-14
PGMGAN	Partition-Guided GANs	19.52	2021-04-02
EAGAN (G+D)	EAGAN: Efficient Two-stage Evolutionary Architect…	22.18	2021-11-30
SNGAN-DCD (Pixel)	Discriminator Contrastive Divergence: Semi-Amorti…	22.25	2020-04-05
EAGAN (G)	EAGAN: Efficient Two-stage Evolutionary Architect…	23.34	2021-11-30
E2GAN	Off-Policy Reinforcement Learning for Efficient a…	25.35	2020-07-17
aw-AutoGAN	Adaptive Weighted Discriminator for Training Gene…	26.32	2020-12-05
DEGAS	DEGAS: Differentiable Efficient Generator Search	28.76	2019-12-02
AutoGAN	AutoGAN: Neural Architecture Search for Generativ…	31.01	2019-08-11
aw-SN-GAN	Adaptive Weighted Discriminator for Training Gene…	34.72	2020-12-05
Dist-GAN	Dist-GAN: An Improved GAN using Distance Constrai…	36.19	2018-03-23
Improving MMD GAN	Improving MMD-GAN Training with Repulsive Loss Fu…	37.63	2018-12-24
SN-GAN	Spectral Normalization for Generative Adversarial…	40.10	2018-02-16
DC-VAE	Dual Contradistinctive Generative Autoencoder	41.90	2020-11-19
PeerGAN	DuelGAN: A Duel Between Two Discriminators Stabil…	51.37	2021-01-19
QSNGAN	Quaternion Generative Adversarial Networks	59.61	2021-04-19