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image-generation-on-celeba-64x64

Image Generation
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PaperCodeFIDbits/dimensionPrecisionRecallFID_CLIPModel Size (MB)ModelNameReleaseDate
Input Perturbation Reduces Exposure Bias in Diffusion Models✓ Link1.27DDPM-IP2023-01-27
Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models✓ Link1.34STDDPM-G++2022-11-28
Compensation Sampling for Improved Convergence in Diffusion Models✓ Link1.38PDM+CS2023-12-11
Diffusion-GAN: Training GANs with Diffusion✓ Link1.69Diffusion StyleGAN22022-06-05
Maximum Likelihood Training of Implicit Nonlinear Diffusion Models✓ Link1.75INDM (VP, FID)2022-05-27
[]()1.77Patch Diffusion
Efficient generative adversarial networks using linear additive-attention Transformers✓ Link1.81LadaGAN2024-01-17
Soft Diffusion: Score Matching for General Corruptions1.85Soft Diffusion (Blur + Noise)2022-09-12
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation✓ Link1.92.1DDPM++ (VP, FID) + ST2021-06-10
Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition✓ Link1.926.67MMD-PMish-NAS2024-10-23
SciRE-Solver: Accelerating Diffusion Models Sampling by Score-integrand Solver with Recursive Difference2.02SciRE-Solver2023-08-15
Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition✓ Link2.033.04MMD-PMish-NAS (Compressed)2024-10-23
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling✓ Link2.09LEGO2023-10-10
Compensation Sampling for Improved Convergence in Diffusion Models✓ Link2.11DDIM+CS2023-12-11
Maximum Likelihood Training of Implicit Nonlinear Diffusion Models✓ Link2.54INDM (VE, FID)2022-05-27
Pseudo Numerical Methods for Diffusion Models on Manifolds✓ Link2.71PNDM2022-02-20
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation✓ Link2.91.96DDPM++ (VP, NLL) + ST2021-06-10
Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces✓ Link3.22Blackout Diffusion2023-05-18
Optimal Budgeted Rejection Sampling for Generative Models3.740.740.65BigGAN-OBRS2023-11-01
DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents✓ Link3.97DiffuseVAE2022-01-02
A Contrastive Learning Approach for Training Variational Autoencoder Priors5.25NCP-VAE2020-10-06
Class-Continuous Conditional Generative Neural Radiance Field✓ Link5.6C^3G-NeRF2023-01-03
Learning Energy-Based Models by Diffusion Recovery Likelihood✓ Link5.98EBM-DRL (T6)2020-12-15
[]()6.030.780.56PR-BigGAN - Recall
High-Resolution Deep Convolutional Generative Adversarial Networks✓ Link8.44HDCGAN2017-11-17
Continuous-Time Functional Diffusion Processes✓ Link116.55FDP(UViT)2023-03-01
Flow Contrastive Estimation of Energy-Based Models✓ Link12.21FCE2019-12-02
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up✓ Link12.23TransGAN-XL2021-02-14
CLR-GAN: Improving GANs Stability and Quality via Consistent Latent Representation and Reconstruction✓ Link13.63CLR-GAN2024-09-30
DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training13.95PeerGAN2021-01-19
[]()22.450.840.26PR-BigGAN - Precision
Escaping from Collapsing Modes in a Constrained Space✓ Link34.136BEGAN-CS2018-08-22
Continuous-Time Functional Diffusion Processes✓ Link3512.44FDP(MLP)2023-03-01
Probabilistic Autoencoder✓ Link49.2PAE2020-06-09
Feature Alignment as a Generative Process✓ Link128.35Feature Alignment2021-06-23
Efficient-VDVAE: Less is more✓ Link1.83Efficient-VDVAE2022-03-25
Consistency Regularization for Variational Auto-Encoders✓ Link1.86CR-NVAE2021-05-31
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation✓ Link1.97UNCSN++ (RVE) + ST2021-06-10
Densely connected normalizing flows✓ Link1.99DenseFlow-74-102021-06-08
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