Image Generation on CelebA-HQ 256x256

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	RDM	3.15	Yes	Relay Diffusion: Unifying diffusion process acro...	2023-09-04	Code
2	StyleSwin	3.25	No	StyleSwin: Transformer-based GAN for High-resolu...	2021-12-20	Code
3	LDM-4	5.11	No	High-Resolution Image Synthesis with Latent Diff...	2021-12-20	Code
4	LFM	5.26	No	Flow Matching in Latent Space	2023-07-17	Code
5	RDUOT	5.6	No	A High-Quality Robust Diffusion Framework for Co...	2023-11-28	Code
6	WaveDiff	5.94	No	Wavelet Diffusion Models are fast and scalable I...	2022-11-29	Code
7	UNCSN++ (RVE) + ST	7.16	No	Soft Truncation: A Universal Training Technique ...	2021-06-10	Code
8	LSGM	7.22	No	Score-based Generative Modeling in Latent Space	2021-06-10	Code
9	DDGAN	7.64	No	Tackling the Generative Learning Trilemma with D...	2021-12-15	Code
10	DDMI	8.73	No	DDMI: Domain-Agnostic Latent Diffusion Models fo...	2024-01-23	Code
11	Diffusion-JEBM	8.78	No	Learning Latent Space Hierarchical EBM Diffusion...	2024-05-22	-
12	Joint-EBM	9.89	No	Learning Joint Latent Space EBM Prior Model for ...	2023-06-10	-
13	VQGAN+Transformer	10.2	No	Taming Transformers for High-Resolution Image Sy...	2020-12-17	Code
14	DC-VAE	15.81	No	Dual Contradistinctive Generative Autoencoder	2020-11-19	-
15	Dual-MCMC EBM	15.89	No	Learning Energy-based Model via Dual-MCMC Teaching	2023-12-05	-
16	VAEBM	20.38	No	VAEBM: A Symbiosis between Variational Autoencod...	2020-10-01	Code
17	GLOW	68.93	No	Glow: Generative Flow with Invertible 1x1 Convol...	2018-07-09	Code