OpenCodePapers

image-generation-on-lsun-churches-256-x-256

Image Generation
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Leaderboard
PaperCodeFIDClean-FID (trainfull)NFERecallclean-FIDModelNameReleaseDate
Projected GANs Converge Faster✓ Link1.59Projected GAN2021-11-01
Ensembling Off-the-shelf Models for GAN Training✓ Link1.721.72 ± 0.01Vision-aided GAN2021-12-16
Diffusion-GAN: Training GANs with Diffusion✓ Link1.85Diffusion ProjectedGAN2022-06-05
[]()2.66Patch Diffusion
Image Generators with Conditionally-Independent Pixel Synthesis✓ Link2.92CIPS2020-11-27
StyleSwin: Transformer-based GAN for High-resolution Image Generation✓ Link2.95StyleSwin2021-12-20
Diffusion-GAN: Training GANs with Diffusion✓ Link3.17Diffusion StyleGAN22022-06-05
StyleNAT: Giving Each Head a New Perspective✓ Link3.4StyleNAT2022-11-10
CLR-GAN: Improving GANs Stability and Quality via Consistent Latent Representation and Reconstruction✓ Link3.430.48CLR-GAN2024-09-30
Analyzing and Improving the Image Quality of StyleGAN✓ Link3.864.28 ± 0.03StyleGAN22019-12-03
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values✓ Link3.92Polarity-StyleGAN22022-03-03
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders✓ Link3.98100TDPM+ (TTrunc=99)2022-02-19
Adversarial Generation of Continuous Images✓ Link4.04INR-GAN-bil2020-11-24
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes✓ Link4.07Unleashing Transformers2021-11-24
A Style-Based Generator Architecture for Generative Adversarial Networks✓ Link4.214.75 ± 0.01StyleGAN2018-12-12
SWAGAN: A Style-based Wavelet-driven Generative Model✓ Link4.97SWAGAN-Bi2021-02-11
Wavelet Diffusion Models are fast and scalable Image Generators✓ Link5.0640.40WaveDiff2022-11-29
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks✓ Link5.25.38 ± 0.03MSG-StyleGAN2019-03-14
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs✓ Link5.25DDGAN2021-12-15
Flow Matching in Latent Space✓ Link5.54LFM2023-07-17
Progressive Growing of GANs for Improved Quality, Stability, and Variation✓ Link6.426.43 ± 0.05PGGAN2017-10-27
Denoising Diffusion Probabilistic Models✓ Link7.89Denoising Diffusion Probabilistic Model2020-06-19
Pseudo Numerical Methods for Diffusion Models on Manifolds✓ Link8.69PNDM2022-02-20
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up✓ Link8.94TransGAN2021-02-14
Gotta Go Fast When Generating Data with Score-Based Models✓ Link26.46VE (erel=0.01)2021-05-28
Gotta Go Fast When Generating Data with Score-Based Models✓ Link26.46VE (erel=0.02)2021-05-28
Bellman Optimal Stepsize Straightening of Flow-Matching Models✓ Link13.21BOSS2023-12-27