ML Research Wiki / Benchmarks / Conditional Image Generation / CIFAR-10

CIFAR-10

Conditional Image Generation Benchmark

Performance Over Time

📊 Showing 25 results | 📏 Metric: FID

Top Performing Models

Rank	Model	Paper	FID	Date	Code
1	CR-BigGAN	Consistency Regularization for Generative Adversarial Networks	11.67	2019-10-26	-
2	StyleGAN2 + DiffAugment + D2D-CE	Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training	10.51	2021-11-01	📦 POSTECH-CVLab/PyTorch-StudioGAN
3	ContraGAN	ContraGAN: Contrastive Learning for Conditional Image Generation	10.30	2020-06-23	📦 POSTECH-CVLab/PyTorch-StudioGAN
4	MIX-MHingeGAN	Lessons Learned from the Training of GANs on Artificial Datasets	10.21	2020-07-13	📦 tsc2017/MIX-GAN
5	StyleGAN2-ADA	Training Generative Adversarial Networks with Limited Data	10.14	2020-06-11	📦 NVlabs/stylegan2-ada-pytorch 📦 keras-team/keras-io 📦 NVlabs/stylegan2-ada
6	DLSM	Denoising Likelihood Score Matching for Conditional Score-based Data Generation	9.90	2022-03-27	📦 chen-hao-chao/dlsm 📦 chen-hao-chao/dlsm-toy
7	MHingeGAN	cGANs with Multi-Hinge Loss	9.58	2019-12-09	📦 ilyakava/BigGAN-PyTorch 📦 ilyakava/gan 📦 MindSpore-paper-code-3/code6
8	aw-BigGAN	Adaptive Weighted Discriminator for Training Generative Adversarial Networks	9.52	2020-12-05	📦 vasily789/adaptive-weighted-gans 📦 MindSpore-scientific-2/code-9 📦 MindSpore-scientific-2/code-5
9	NDA	Negative Data Augmentation	9.42	2021-02-09	📦 ermongroup/NDA 📦 NicolaBernini/PaperAnalysis_ICLR2021_NegativeDataAugmentation
10	BigGAN	Large Scale GAN Training for High Fidelity Natural Image Synthesis	9.22	2018-09-28	📦 ajbrock/BigGAN-PyTorch 📦 lucidrains/big-sleep 📦 open-mmlab/mmgeneration

All Papers (25)

Consistency Regularization for Generative Adversarial Networks

2019

CR-BigGAN

Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training

2021

StyleGAN2 + DiffAugment + D2D-CE

POSTECH-CVLab/PyTorch-StudioGAN

ContraGAN: Contrastive Learning for Conditional Image Generation

2020

ContraGAN

POSTECH-CVLab/PyTorch-StudioGAN

Lessons Learned from the Training of GANs on Artificial Datasets

2020

MIX-MHingeGAN

tsc2017/MIX-GAN

Training Generative Adversarial Networks with Limited Data

2020

StyleGAN2-ADA

NVlabs/stylegan2-ada-pytorch keras-team/keras-io

Denoising Likelihood Score Matching for Conditional Score-based Data Generation

2022

DLSM

chen-hao-chao/dlsm chen-hao-chao/dlsm-toy

cGANs with Multi-Hinge Loss

2019

MHingeGAN

ilyakava/BigGAN-PyTorch ilyakava/gan MindSpore-paper-code-3/code6

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

2020

aw-BigGAN

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

Negative Data Augmentation

2021

NDA

ermongroup/NDA NicolaBernini/PaperAnalysis_ICLR2021_NegativeDataAugmentation

Large Scale GAN Training for High Fidelity Natural Image Synthesis

2018

BigGAN

ajbrock/BigGAN-PyTorch lucidrains/big-sleep

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

Class-Splitting Generative Adversarial Networks

2017

Splitting GAN

CIFASIS/splitting_gan

Improved Training of Wasserstein GANs

2017

WGAN-GP

labmlai/annotated_deep_learning_paper_implementations eriklindernoren/PyTorch-GAN

cGANs with Projection Discriminator

2018

Projection Discriminator

pfnet-research/sngan_projection crcrpar/pytorch.sngan_projection

Stacked Generative Adversarial Networks

2016

SGAN

xunhuang1995/SGAN jinsel/Text-to-Image-Generation

Feature Quantization Improves GAN Training

2020

FQ-GAN

YangNaruto/FQ-GAN yangyucheng000/MSpaper

Conditional Image Synthesis With Auxiliary Classifier GANs

2016

AC-GAN

eriklindernoren/PyTorch-GAN kaonashi-tyc/zi2zi

Improved Techniques for Training GANs

2016

Improved GAN

tensorflow/models openai/improved-gan

Deep Polynomial Neural Networks

2020

ProdPoly no activation functions

Faceplugin-ltd/FaceRecognition-Android FaceOnLive/Face-Recognition-SDK-Android

LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation

2017

LR-GAN

jwyang/lr-gan.pytorch

Calibrating Energy-based Generative Adversarial Networks

2017

EGAN-Ent-VI

zihangdai/cegan_iclr2017

Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

2015

DCGAN

tensorflow/models labmlai/annotated_deep_learning_paper_implementations

Learning to Draw Samples: With Application to Amortized MLE for Generative Adversarial Learning

2016

SteinGAN

DartML/SteinGAN

Conditional GANs with Auxiliary Discriminative Classifier

2021

ADC-GAN

POSTECH-CVLab/PyTorch-StudioGAN houliangict/adcgan

Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models

2022

EDM-G++ (conditional)

alsdudrla10/DG alsdudrla10/DG_imagenet

CIFAR-10

Performance Over Time

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Top Performing Models

All Papers (25)

Consistency Regularization for Generative Adversarial Networks

Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training

ContraGAN: Contrastive Learning for Conditional Image Generation

Lessons Learned from the Training of GANs on Artificial Datasets

Training Generative Adversarial Networks with Limited Data

Denoising Likelihood Score Matching for Conditional Score-based Data Generation

cGANs with Multi-Hinge Loss

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

Negative Data Augmentation

Large Scale GAN Training for High Fidelity Natural Image Synthesis

Adaptive Weighted Discriminator for Training Generative Adversarial Networks

Class-Splitting Generative Adversarial Networks

Improved Training of Wasserstein GANs

cGANs with Projection Discriminator

Stacked Generative Adversarial Networks

Feature Quantization Improves GAN Training

Conditional Image Synthesis With Auxiliary Classifier GANs

Improved Techniques for Training GANs

Deep Polynomial Neural Networks

LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation

Calibrating Energy-based Generative Adversarial Networks

Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Learning to Draw Samples: With Application to Amortized MLE for Generative Adversarial Learning

Conditional GANs with Auxiliary Discriminative Classifier

Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models

Model	Paper	FID	Date
CR-BigGAN	Consistency Regularization for Generative Adversa…	11.67	2019-10-26
StyleGAN2 + DiffAugment + D2D-CE	Rebooting ACGAN: Auxiliary Classifier GANs with S…	10.51	2021-11-01
ContraGAN	ContraGAN: Contrastive Learning for Conditional I…	10.30	2020-06-23
MIX-MHingeGAN	Lessons Learned from the Training of GANs on Arti…	10.21	2020-07-13
StyleGAN2-ADA	Training Generative Adversarial Networks with Lim…	10.14	2020-06-11
DLSM	Denoising Likelihood Score Matching for Condition…	9.90	2022-03-27
MHingeGAN	cGANs with Multi-Hinge Loss	9.58	2019-12-09
aw-BigGAN	Adaptive Weighted Discriminator for Training Gene…	9.52	2020-12-05
NDA	Negative Data Augmentation	9.42	2021-02-09
BigGAN	Large Scale GAN Training for High Fidelity Natura…	9.22	2018-09-28
aw-SN-GAN	Adaptive Weighted Discriminator for Training Gene…	9.00	2020-12-05
Splitting GAN	Class-Splitting Generative Adversarial Networks	8.87	2017-09-21
WGAN-GP	Improved Training of Wasserstein GANs	8.67	2017-03-31
Projection Discriminator	cGANs with Projection Discriminator	8.62	2018-02-15
SGAN	Stacked Generative Adversarial Networks	8.59	2016-12-13
FQ-GAN	Feature Quantization Improves GAN Training	8.50	2020-04-05
AC-GAN	Conditional Image Synthesis With Auxiliary Classi…	8.25	2016-10-30
Improved GAN	Improved Techniques for Training GANs	8.09	2016-06-10
ProdPoly no activation functions	Deep Polynomial Neural Networks	7.50	2020-06-20
LR-GAN	LR-GAN: Layered Recursive Generative Adversarial …	7.17	2017-03-05
EGAN-Ent-VI	Calibrating Energy-based Generative Adversarial N…	7.07	2017-02-06
DCGAN	Unsupervised Representation Learning with Deep Co…	6.58	2015-11-19
SteinGAN	Learning to Draw Samples: With Application to Amo…	6.35	2016-11-06
ADC-GAN	Conditional GANs with Auxiliary Discriminative Cl…	5.66	2021-07-21
EDM-G++ (conditional)	Refining Generative Process with Discriminator Gu…	1.64	2022-11-28