Image Generation on CelebA 64x64

Metric: FID (lower is better)

LeaderboardDataset

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Results

#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	DDPM-IP	1.27	No	Input Perturbation Reduces Exposure Bias in Diff...	2023-01-27	Code
2	STDDPM-G++	1.34	No	Refining Generative Process with Discriminator G...	2022-11-28	Code
3	PDM+CS	1.38	No	Compensation Sampling for Improved Convergence i...	2023-12-11	Code
4	Diffusion StyleGAN2	1.69	No	Diffusion-GAN: Training GANs with Diffusion	2022-06-05	Code
5	INDM (VP, FID)	1.75	No	Maximum Likelihood Training of Implicit Nonlinea...	2022-05-27	Code
6	Patch Diffusion	1.77	No	-	-	-
7	LadaGAN	1.81	No	Efficient generative adversarial networks using ...	2024-01-17	Code
8	Soft Diffusion (Blur + Noise)	1.85	No	Soft Diffusion: Score Matching for General Corru...	2022-09-12	-
9	DDPM++ (VP, FID) + ST	1.9	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
10	MMD-PMish-NAS	1.92	No	-	-	Code
11	SciRE-Solver	2.02	No	SciRE-Solver: Accelerating Diffusion Models Samp...	2023-08-15	-
12	MMD-PMish-NAS (Compressed)	2.03	No	-	-	Code
13	LEGO	2.09	No	Learning Stackable and Skippable LEGO Bricks for...	2023-10-10	Code
14	DDIM+CS	2.11	No	Compensation Sampling for Improved Convergence i...	2023-12-11	Code
15	INDM (VE, FID)	2.54	No	Maximum Likelihood Training of Implicit Nonlinea...	2022-05-27	Code
16	PNDM	2.71	No	Pseudo Numerical Methods for Diffusion Models on...	2022-02-20	Code
17	DDPM++ (VP, NLL) + ST	2.9	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
18	Blackout Diffusion	3.22	No	Blackout Diffusion: Generative Diffusion Models ...	2023-05-18	Code
19	BigGAN-OBRS	3.74	No	Optimal Budgeted Rejection Sampling for Generati...	2023-11-01	-
20	DiffuseVAE	3.97	No	DiffuseVAE: Efficient, Controllable and High-Fid...	2022-01-02	Code
21	NCP-VAE	5.25	No	A Contrastive Learning Approach for Training Var...	2020-10-06	-
22	C^3G-NeRF	5.6	No	Class-Continuous Conditional Generative Neural R...	2023-01-03	Code
23	EBM-DRL (T6)	5.98	No	Learning Energy-Based Models by Diffusion Recove...	2020-12-15	Code
24	PR-BigGAN - Recall	6.03	No	-	-	-
25	HDCGAN	8.44	No	High-Resolution Deep Convolutional Generative Ad...	2017-11-17	Code
26	FDP(UViT)	11	No	Continuous-Time Functional Diffusion Processes	2023-03-01	Code
27	FCE	12.21	No	Flow Contrastive Estimation of Energy-Based Models	2019-12-02	Code
28	TransGAN-XL	12.23	No	TransGAN: Two Pure Transformers Can Make One Str...	2021-02-14	Code
29	CLR-GAN	13.63	No	-	-	Code
30	PeerGAN	13.95	No	DuelGAN: A Duel Between Two Discriminators Stabi...	2021-01-19	-
31	PR-BigGAN - Precision	22.45	No	-	-	-
32	BEGAN-CS	34.136	No	Escaping from Collapsing Modes in a Constrained ...	2018-08-22	Code
33	FDP(MLP)	35	No	Continuous-Time Functional Diffusion Processes	2023-03-01	Code
34	PAE	49.2	No	Probabilistic Autoencoder	2020-06-09	Code
35	Feature Alignment	128.35	No	Feature Alignment as a Generative Process	2021-06-23	Code