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Image Generation on ImageNet 256x256 (train)

1.36FID

SiT-XL/2 + REG

Updated 3d ago

Evaluation Results

Method
SiT-XL/2 + REG 2026.01	1.36	4.25	299.4	77	66	-
SiT-XL/2 + REPA 2026.01	1.42	4.7	311.4	80	63	-
SiT-XL/2 + VAE-REPA 2026.01	1.52	4.63	316.2	82	62	-
SiT-XL/2 + SRA 2026.01	1.58	4.65	305.7	80	65	-
FlowAR-H 2024.12	1.65	-	296.5	83	60	-
DiffiT 2026.01	1.73	-	276.5	80	62	-
SiT w. ViT-5-XL 2026.02	1.84	-	282.73	83	60	-
SiT-XL/2 + VAE-REPA 2026.01	1.84	4.5	306.5	82	61	-
FlowAR-L 2024.12	1.9	-	281.4	83	57	-
VAR-d30 2024.12	1.97	-	323.1	82	59	-
SiT-XL/2 + VAE-REPA 2026.01	1.98	4.53	284.5	83	59	-
DiT-XL/2 + iSSD 2026.01	2.02	4.22	250	81	60	-
SiT 2024.12	2.06	-	270.3	82	59	-
SiT w. ViT-XL 2026.02	2.06	-	277.5	83	59	-
SiT-XL/2 2026.01	2.06	4.5	270.3	82	59	-
LlamaGen-3B 2024.12	2.18	-	263.3	81	58	-
DiT-XL/2-G 2023.02	2.27	4.6	278.24	0.83	0.57	-
DiT 2024.12	2.27	-	278.2	83	57	-
DiT w. ViT-XL 2026.02	2.27	-	278.24	83	57	-
DiT-XL/2 2026.01	2.27	4.6	278.2	83	57	-
MaskDiT 2026.01	2.28	5.67	276.6	80	61	-
U-ViT-H/2 2022.09	2.29	5.68	263.88	82	57	-
Supervised baseline 2023.02	2.29	5.68	263.88	0.82	0.57	1.75
U-ViT-H/2 2026.01	2.29	5.68	263.9	82	57	-
StyleGAN-XL 2023.02	2.3	4.02	265.12	0.78	0.53	-
StyleGAN 2024.12	2.3	-	265.1	78	53	-
SiT-XL/2 + VAE-REPA 2026.01	2.39	4.54	252.5	83	56	-
VDM++ 2026.01	2.4	-	225.3	-	-	-
DPT 2023.02	2.42	5.48	259.93	0.82	0.56	1.77
DPT 2023.02	2.5	5.54	243.1	0.83	0.55	1.82
DPT 2023.02	2.52	5.49	230.34	0.81	0.57	1.81
LlamaGen-XL 2024.12	2.62	-	244.1	80	57	-
U-ViT-H/2 2022.09	2.65	8.17	260.34	81	57	-
Simple diffusion 2026.01	2.77	-	211.8	-	-	-
U-ViT-H/2 2022.09	2.78	7.55	251.83	82	56	-
U-ViT-H/2 2022.09	2.9	7.7	242.59	81	56	-
FlowAR-B 2024.12	2.9	-	272.5	84	54	-
VAR-d20 2024.12	2.95	-	302.6	83	56	-
LlamaGen-L 2024.12	3.07	-	256.1	83	52	-
DPT 2023.02	3.08	5.56	201.68	0.8	0.58	1.84
U-ViT-H/2 2022.09	3.1	6.7	250.82	84	53	-
U-ViT-H/2 2022.09	3.14	7.81	229.03	82	55	-
SD-DiT 2026.01	3.23	-	-	-	-	-
Supervised baseline 2023.02	3.31	6.68	221.61	0.83	0.53	2.39
DPT 2023.02	3.35	6.66	223.09	0.83	0.52	2.34
DPT 2023.02	3.37	6.71	217.53	0.83	0.52	2.35
U-ViT-L/2 2022.09	3.4	6.63	219.94	83	52	-
U-ViT-Large 2023.02	3.4	6.63	219.94	0.83	0.52	-
U-ViT 2024.12	3.4	-	219.9	83	52	-
DPT 2023.02	3.44	6.58	199.74	0.82	0.53	2.37
GigaGAN 2024.12	3.45	-	225.5	84	61	-
VAR-d16 2024.12	3.55	-	280.4	84	51	-
LDM 2022.09	3.6	-	247.67	87	48	-
LDM-4-G 2023.02	3.6	-	247.67	0.87	0.48	-
LDM 2024.12	3.6	-	247.7	-	-	-
LDM-4 2026.01	3.6	-	247.7	87	48	-
FlowAR-S 2024.12	3.61	-	234.1	83	50	-
U-ViT-H/2 2022.09	3.74	8.04	244.47	84	51	-
ADM-G, ADM-U 2022.09	3.94	6.14	215.84	83	53	-
ADM 2023.02	3.94	6.14	215.84	0.83	0.53	-
ADM-U 2026.01	3.94	6.14	186.7	82	52	-
ViT-VQGAN 2024.12	4.17	-	175.1	-	-	-
DPT 2023.02	4.34	6.68	162.96	0.8	0.53	2.57
CDM 2023.02	4.88	-	158.71	-	-	-
CDM 2026.01	4.88	-	158.7	-	-	-
LlamaGen-B 2024.12	5.46	-	193.6	83	45	-
VAR-d12 2024.12	5.81	-	201.3	81	45	-
BigGAN-deep 2023.02	6.95	7.36	171.4	0.87	0.28	-
BigGAN 2024.12	6.95	-	224.5	89	38	-
RQTransformer 2024.12	7.55	-	134	-	-	-
DiT + DiffusionBlocks 2025.06	9	-	-	-	-	-
DiT 2025.06	9.01	-	-	-	-	-
U-DiT-L 2024.05	10.08	5.21	112.44	0.702	0.631	-
ADM 2024.12	10.94	-	101	69	63	-
IDDPM 2023.02	12.26	5.42	-	0.7	0.62	-
IC-GAN 2023.02	15.6	59	-	-	-	-
VQGAN 2024.12	15.78	-	74.3	-	-	-
U-DiT-B 2024.05	16.64	6.33	85.15	0.642	0.639	-
DiT-XL/2 2024.05	19.47	-	-	-	-	-
DiT-XL/2* 2024.05	20.05	6.25	66.74	0.632	0.629	-
DiT-L/2* 2024.05	23.27	6.35	59.63	0.611	0.635	-
DiT-L/2 2024.05	23.33	-	-	-	-	-
Unsupervised baseline 2023.02	27.99	7.03	33.86	0.6	0.62	5.4
VQVAE-2 2024.12	31.11	-	45	36	57	-
U-DiT-S 2024.05	31.51	8.97	51.62	0.543	0.633	-
DiT-B/2* 2024.05	42.84	8.24	33.66	0.491	0.629	-
DiT-B/2 2024.05	43.47	-	-	-	-	-
DiT-L/4 2024.05	45.64	-	-	-	-	-
DiT-L/4* 2024.05	46.1	9.17	31.05	0.472	0.612	-
DiT-S/2* 2024.05	67.4	11.93	20.44	0.368	0.559	-
DiT-S/2 2024.05	68.4	-	-	-	-	-