Image Generation On Celeba 64X64

Metrics

FID

Results

Performance results of various models on this benchmark

Model Name	FID	Paper Title	Repository
HDCGAN	8.44	High-resolution Deep Convolutional Generative Adversarial Networks	-
Patch Diffusion	1.77	-	-
DenseFlow-74-10	-	Densely connected normalizing flows	-
BEGAN-CS	34.136	Escaping from Collapsing Modes in a Constrained Space	-
CR-NVAE	-	Consistency Regularization for Variational Auto-Encoders	-
Efficient-VDVAE	-	Efficient-VDVAE: Less is more	-
PR-BigGAN - Recall	6.03	-	-
Soft Diffusion (Blur + Noise)	1.85	Soft Diffusion: Score Matching for General Corruptions	-
LEGO	2.09	Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling	-
Blackout Diffusion	3.22	Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces	-
Diffusion StyleGAN2	1.69	Diffusion-GAN: Training GANs with Diffusion	-
MMD-PMish-NAS	1.92	Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition
DDIM+CS	2.11	Compensation Sampling for Improved Convergence in Diffusion Models	-
MMD-PMish-NAS (Compressed)	2.03	Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition
DDPM++ (VP, NLL) + ST	2.9	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation	-
BigGAN-OBRS	3.74	Optimal Budgeted Rejection Sampling for Generative Models	-
SciRE-Solver	2.02	SciRE-Solver: Accelerating Diffusion Models Sampling by Score-integrand Solver with Recursive Difference	-
STDDPM-G++	1.34	Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models	-
CLR-GAN	13.63	CLR-GAN: Improving GANs Stability and Quality via Consistent Latent Representation and Reconstruction
FCE	12.21	Flow Contrastive Estimation of Energy-Based Models	-

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