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Class-conditional Image Generation on ImageNet 256x256 (test)

1.07FID

LightningDiT+IG

Updated 3d ago

Evaluation Results

Method
LightningDiT+IG 2025.12	1.07	274.1	79	66	-	-
RAE (DiTDH) 2025.12	1.13	262.6	78	67	-	-
REPA-E 2025.12	1.15	304	79	66	-	-
xAR 2025.12	1.24	301.6	83	64	-	-
LightningDiT+IG 2025.12	1.24	229.6	78	66	-	-
DE-CM 2026.02	1.26	-	-	-	-	-
DDT 2025.12	1.26	310.6	79	65	-	-
LightningDiT 2025.12	1.28	300.5	80	65	-	-
REPA 2025.12	1.29	306.3	79	64	-	-
DE-CM 2026.02	1.33	-	-	-	-	-
LightningDiT-XL/1 2026.02	1.35	-	-	-	-	-
REPA-XL/2 2026.02	1.42	-	-	-	-	-
RAE (DiTDH) 2025.12	1.51	242.9	79	63	-	-
MAR 2026.02	1.55	-	-	-	-	-
MAR 2025.12	1.55	303.7	81	62	-	-
MAR-H 2025.12	1.55	303.7	-	-	-	-
TransDiff-H 2025.12	1.55	297.9	-	-	-	-
FACM 2026.02	1.56	-	-	-	-	-
TransDiff-H + Fast-ARDiff 2025.12	1.6	295	-	-	-	-
MAR-H + Fast-ARDiff 2025.12	1.61	304.3	-	-	-	-
TransDiff-L 2025.12	1.61	295.1	-	-	-	-
TransDiff-L + Fast-ARDiff 2025.12	1.66	294.1	-	-	-	-
TransDiff-H + SD 2025.12	1.68	291.1	-	-	-	-
MAR-H + LazyMAR 2025.12	1.69	299.2	-	-	-	-
DiT-XL/2 with CADS 2023.10	1.7	268.77	77	64	-	-
DE-CM 2026.02	1.7	-	-	-	-	-
REPA-E 2025.12	1.7	217.3	77	66	-	-
TransDiff-H + DMD 2025.12	1.71	289.9	-	-	-	-
VAR 2025.12	1.73	350.2	82	60	-	-
MAR-H + DMD 2025.12	1.73	301	-	-	-	-
MeanFlow-† 2026.02	1.74	-	-	-	-	-
FACM 2026.02	1.76	-	-	-	-	-
MAR-L + Fast-ARDiff 2025.12	1.77	297.1	-	-	-	-
MAR-L 2025.12	1.78	296	-	-	-	-
MDT-G 2023.10	1.79	283.01	81	61	-	-
TransDiff-L + DMD 2025.12	1.79	288.3	-	-	-	-
DiT-XL/2 with CADS 2023.10	1.81	288.1	78	64	-	-
MAR-L + DMD 2025.12	1.81	295.5	-	-	-	-
DiT-G++ 2023.10	1.83	281.53	78	64	-	-
TransDiff-L + SD 2025.12	1.88	283.6	-	-	-	-
VAR-d30 2026.02	1.92	-	-	-	-	-
VAR 2025.12	1.92	323.1	82	59	-	-
DiT-XL/2 with CADS 2023.10	1.93	297.96	78	63	-	-
MAR-L + LazyMAR 2025.12	1.93	297.4	-	-	-	-
sCMs-† 2026.02	1.94	-	-	-	-	-
L-DiT 2026.02	2.1	-	-	-	-	-
LightningDiT 2025.12	2.11	207	77	65	-	-
VDM++ 2023.10	2.12	267.7	-	-	-	-
SiT-XL/2 2026.02	2.15	-	-	-	-	-
LightningDiT-XL/1 2026.02	2.17	-	-	-	-	-
LlamaGen-3B 2024.06	2.18	263.33	81	58	-	-
MeanFlow 2026.02	2.2	-	-	-	-	-
VA-VAE 2026.02	2.23	-	-	-	-	74.3
DiT-XL/2-G 2023.10	2.27	278.24	83	57	-	-
DiT-XL/2 2024.06	2.27	278.2	83	57	-	-
DiT-XL/2 2026.02	2.27	-	-	-	-	-
DiT-XL/2 2025.12	2.27	278.2	83	57	-	-
StyleGAN-XL 2023.10	2.3	265.12	78	53	-	-
StyleGan-XL 2024.06	2.3	265.1	78	53	-	-
StyleGAN-XL 2026.02	2.3	-	-	-	-	-
StyleGAN-XL 2025.12	2.3	265.1	78	53	-	-
LlamaGen-3B 2024.06	2.32	280.1	82	56	-	-
LlamaGen-XXL 2024.06	2.34	253.9	80	59	-	-
MAR 2025.12	2.35	227.8	79	62	-	-
LV-RAE 2026.02	2.42	-	-	-	-	58.2
SimpleDiffusion 2023.10	2.44	256.3	-	-	-	-
LlamaGen-XL 2024.06	2.62	244.08	80	57	-	-
NAR-XL 2025.12	2.7	277.5	81	58	-	-
MeanFlow-† 2026.02	2.79	-	-	-	-	-
LlamaGen-3B 2024.06	2.81	311.59	84	54	-	-
VAR-d20 2025.12	2.95	302.6	83	56	-	-
RadAR 2025.12	2.97	303.8	85	53	-	-
ViT-VQGAN 2024.06	3.04	227.4	-	-	-	-
VQGAN 2026.02	3.04	-	-	-	-	-
NAR-L 2025.12	3.06	263.9	81	53	-	-
LlamaGen-L 2024.06	3.07	256.06	83	52	-	-
Open-MAGVIT2 2025.12	3.08	258.3	85	51	-	-
LlamaGen-XXL 2025.12	3.09	253.6	83	53	-	-
FAR-H 2025.12	3.21	300.6	81	55	-	-
RadAR 2025.12	3.21	291.4	83	52	-	-
sCMs-† 2026.02	3.34	-	-	-	-	-
RadAR 2025.12	3.36	289.5	84	54	-	-
LDM-4 2025.03	3.37	204.56	-	-	-	-
LlamaGen-XL 2025.12	3.39	227.1	81	54	-	-
MeanFlow 2026.02	3.43	-	-	-	-	-
GigaGAN 2024.06	3.45	225.5	84	61	-	-
GigaGAN 2026.02	3.45	-	-	-	-	-
GigaGAN 2025.12	3.45	225.5	84	61	-	-
SVG 2026.02	3.47	-	-	-	-	130.4
PAR-XL-4x 2025.12	3.5	234.4	84	49	-	-
RadAR 2025.12	3.5	307.9	81	50	-	-
RIN+NoiseSchedule 2023.10	3.52	186.2	-	-	-	-
VAR-d16 2025.12	3.55	280.4	84	51	-	-
LDM-4-G 2023.10	3.6	247.67	87	48	-	-
LDM-4 2024.06	3.6	247.7	-	-	-	-
LDM-4-G 2026.02	3.6	-	-	-	-	-
DeepCache 2025.03	3.79	199.58	-	-	-	-
RQTran. 2024.06	3.8	323.7	-	-	-	-
RQTran 2026.02	3.8	-	-	-	-	-
LlamaGen-L 2025.12	3.8	248.3	83	52	-	-

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