Image Generation on ImageNet 512x512

Metric: Inception score (higher is better)

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#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	DPC-U	350.2	No	-	-	-
2	MaskGIT (a=0.05)	342	No	MaskGIT: Masked Generative Image Transformer	2022-02-08	Code
3	MAGVIT-v2	324.3	No	Language Model Beats Diffusion -- Tokenizer is K...	2023-10-09	Code
4	DDT-XL/2(22en6de 675M + guidance interval )	305	No	DDT: Decoupled Diffusion Transformer	2025-04-08	Code
5	DiffiT	252.12	No	DiffiT: Diffusion Vision Transformers for Image ...	2023-12-04	Code
6	Latent Diffusion (LDM-4-G)	247.67	No	High-Resolution Image Synthesis with Latent Diff...	2021-12-20	Code
7	DiT-XL/2	240.82	No	Scalable Diffusion Models with Transformers	2022-12-19	Code
8	ADM-G, ADM-U	221.72	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
9	MAGVIT-v2 (w/o guidance)	213.1	No	Language Model Beats Diffusion -- Tokenizer is K...	2023-10-09	Code
10	simple diffusion (U-ViT, L)	205.3	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
11	ADM-G	172.71	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
12	simple diffusion (U-Net)	171	No	Simple diffusion: End-to-end diffusion for high ...	2023-01-26	Code
13	MaskGIT	156	No	MaskGIT: Masked Generative Image Transformer	2022-02-08	Code

#1DPC-U
350.2
Inception score
No paper
#2MaskGIT (a=0.05)SOTA
342
Inception score· 2022-02-08
MaskGIT: Masked Generative Image Transformer Code
#3MAGVIT-v2
324.3
Inception score· 2023-10-09
Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation Code
#4DDT-XL/2(22en6de 675M + guidance interval )
305
Inception score· 2025-04-08
DDT: Decoupled Diffusion Transformer Code
#5DiffiT
252.12
Inception score· 2023-12-04
DiffiT: Diffusion Vision Transformers for Image Generation Code
#6Latent Diffusion (LDM-4-G)SOTA
247.67
Inception score· 2021-12-20
High-Resolution Image Synthesis with Latent Diffusion Models Code
#7DiT-XL/2
240.82
Inception score· 2022-12-19
Scalable Diffusion Models with Transformers Code
#8ADM-G, ADM-USOTA
221.72
Inception score· 2021-05-11
Diffusion Models Beat GANs on Image Synthesis Code
#9MAGVIT-v2 (w/o guidance)
213.1
Inception score· 2023-10-09
Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation Code
#10simple diffusion (U-ViT, L)
205.3
Inception score· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#11ADM-G
172.71
Inception score· 2021-05-11
Diffusion Models Beat GANs on Image Synthesis Code
#12simple diffusion (U-Net)
171
Inception score· 2023-01-26
Simple diffusion: End-to-end diffusion for high resolution images Code
#13MaskGIT
156
Inception score· 2022-02-08
MaskGIT: Masked Generative Image Transformer Code