Image Generation on ImageNet 256x256

Metric: NFE (higher is better)

LeaderboardDataset

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#	Model↕	NFE▼	Extra Data	Paper	Date↕	Code
1	LightningDiT + UCGM-S (VA-VAE + 50 sampling steps + CFG)	100	No	Unified Continuous Generative Models	2025-05-12	Code
2	SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG)	80	No	Unified Continuous Generative Models	2025-05-12	Code
3	EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3)	50	No	Direct Discriminative Optimization: Your Likelih...	2025-03-03	Code
4	UCGM-XL/2 (E2E-VAE + 40 sampling steps, without guidance)	40	No	Unified Continuous Generative Models	2025-05-12	Code
5	UCGM-XL/2 (VA-VAE + 30 sampling steps, without guidance)	30	No	Unified Continuous Generative Models	2025-05-12	Code
6	FACM (2-step)	2	No	Flow-Anchored Consistency Models	2025-07-04	Code
7	FACM (1-step)	1	No	Flow-Anchored Consistency Models	2025-07-04	Code

#1LightningDiT + UCGM-S (VA-VAE + 50 sampling steps + CFG)SOTA
100
NFE· 2025-05-12
Unified Continuous Generative Models Code
#2SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG)
80
NFE· 2025-05-12
Unified Continuous Generative Models Code
#3EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3)SOTA
50
NFE· 2025-03-03
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Code
#4UCGM-XL/2 (E2E-VAE + 40 sampling steps, without guidance)
40
NFE· 2025-05-12
Unified Continuous Generative Models Code
#5UCGM-XL/2 (VA-VAE + 30 sampling steps, without guidance)
30
NFE· 2025-05-12
Unified Continuous Generative Models Code
#6FACM (2-step)
2
NFE· 2025-07-04
Flow-Anchored Consistency Models Code
#7FACM (1-step)
1
NFE· 2025-07-04
Flow-Anchored Consistency Models Code