Image Generation on ImageNet 256x256

Metric: Inception score (higher is better)

LeaderboardDataset

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#	Model↕	Inception score▼	Extra Data	Paper	Date↕	Code
1	LEGO-XL	338.08	No	Learning Stackable and Skippable LEGO Bricks for...	2023-10-10	Code
2	AliTok-XL, autoregressive, 318M	326.6	No	AliTok: Towards Sequence Modeling Alignment betw...	2025-06-05	Code
3	AliTok-XL, autoregressive, 662M	318.8	No	AliTok: Towards Sequence Modeling Alignment betw...	2025-06-05	Code
4	SiT-XL/2 + REPA-E	314.9	No	REPA-E: Unlocking VAE for End-to-End Tuning with...	2025-04-14	Code
5	DDT-XL/2(22en6de 675M + guidance interval )	310.6	No	DDT: Decoupled Diffusion Transformer	2025-04-08	Code
6	MGVQ	294.1	No	MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tok...	2025-07-10	Code
7	ADM-G + EDS + ECT (ED-DPM, classifier_scale=1.0)	221.57	No	Entropy-driven Sampling and Training Scheme for ...	2022-06-23	Code
8	DiGIT-0.7B	205.96	No	Stabilize the Latent Space for Image Autoregress...	2024-10-16	Code
9	DiGIT	205.96	No	Stabilize the Latent Space for Image Autoregress...	2024-10-16	Code
10	ADM-G	186.7	No	Diffusion Models Beat GANs on Image Synthesis	2021-05-11	Code
11	BigGAN+ [Brock et al.] (chx96)	144.2	No	Instance-Conditioned GAN	2021-09-10	Code

#1LEGO-XLSOTA
338.08
Inception score· 2023-10-10
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling Code
#2AliTok-XL, autoregressive, 318M
326.6
Inception score· 2025-06-05
AliTok: Towards Sequence Modeling Alignment between Tokenizer and Autoregressive Model Code
#3AliTok-XL, autoregressive, 662M
318.8
Inception score· 2025-06-05
AliTok: Towards Sequence Modeling Alignment between Tokenizer and Autoregressive Model Code
#4SiT-XL/2 + REPA-E
314.9
Inception score· 2025-04-14
REPA-E: Unlocking VAE for End-to-End Tuning with Latent Diffusion Transformers Code
#5DDT-XL/2(22en6de 675M + guidance interval )
310.6
Inception score· 2025-04-08
DDT: Decoupled Diffusion Transformer Code
#6MGVQ
294.1
Inception score· 2025-07-10
MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group Quantization Code
#7ADM-G + EDS + ECT (ED-DPM, classifier_scale=1.0)SOTA
221.57
Inception score· 2022-06-23
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation Code
#8DiGIT-0.7B
205.96
Inception score· 2024-10-16
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified Perspective Code
#9DiGIT
205.96
Inception score· 2024-10-16
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified Perspective Code
#10ADM-GSOTA
186.7
Inception score· 2021-05-11
Diffusion Models Beat GANs on Image Synthesis Code
#11BigGAN+ [Brock et al.] (chx96)
144.2
Inception score· 2021-09-10
Instance-Conditioned GAN Code