OpenCodePapers

image-generation-on-lsun-bedroom-256-x-256

Image Generation
Dataset Link
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PaperCodeFIDFDPrecisionRecallFID-10k-training-stepsNFEModelNameReleaseDate
Diffusion-GAN: Training GANs with Diffusion✓ Link1.43Diffusion ProjectedGAN2022-06-05
Projected GANs Converge Faster✓ Link1.521.52Projected GAN2021-11-01
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders✓ Link1.88100TDPM+ (TTrunc=99)2022-02-19
Diffusion Models Beat GANs on Image Synthesis✓ Link1.90ADM (dropout)2021-05-11
[]()2.56StyleGAN
[]()2.75Patch Diffusion
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes✓ Link3.64Unleashing Transformers2021-11-24
Diffusion-GAN: Training GANs with Diffusion✓ Link3.65Diffusion StyleGAN22022-06-05
[]()4.54iDDPM
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation✓ Link4.57UDM (RVE) + ST2021-06-10
Denoising Diffusion Probabilistic Models✓ Link4.9Denoising Diffusion Probabilistic Model (large)2020-06-19
Flow Matching in Latent Space✓ Link4.92LFM2023-07-17
Pseudo Numerical Methods for Diffusion Models on Manifolds✓ Link5.68PNDM2022-02-20
Denoising Diffusion Probabilistic Models✓ Link6.36Denoising Diffusion Probabilistic Model2020-06-19
Sliced Wasserstein Generative Models✓ Link8.0PG-SWGAN2019-04-10
[]()8.27Consistency
Progressive Growing of GANs for Improved Quality, Stability, and Variation✓ Link8.34PGGAN2017-10-27
Self-Supervised GANs via Auxiliary Rotation Loss✓ Link13.3SS-GAN (sBN)2018-11-27
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks✓ Link35.61StackGAN-v22017-10-19
Diffusion Models Beat GANs on Image Synthesis✓ Link59.640.850.75ADM (dropout, DINOv2)2021-05-11
[]()166.190.830.64iDDPM (DINOv2)
Denoising Diffusion Probabilistic Models✓ Link229.760.790.61Denoising Diffusion Probabilistic Model (large, DINOv2)2020-06-19
[]()239.790.850.41StyleGAN (DINOv2)
[]()428.990.830.23Consistency (DINOv2)
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes✓ Link440.040.780.41Unleashing Transformers (DINOv2)2021-11-24
Diffusion-GAN: Training GANs with Diffusion✓ Link547.610.790.28Diffusion ProjectedGAN (DINOv2)2022-06-05
Projected GANs Converge Faster✓ Link636.350.800.23Projected GAN (DINOv2)2021-11-01
Generative Adversarial Transformers✓ Link6.5085GANformer2021-03-01
Generative Adversarial Transformers✓ Link11.5255StyleGAN22021-03-01
Generative Adversarial Transformers✓ Link12.1567GAN2021-03-01
Generative Adversarial Transformers✓ Link14.0595SAGAN2021-03-01
Generative Adversarial Transformers✓ Link59.6333VQGAN2021-03-01