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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	-	-
RAE (DiTDH-XL/2) 2026.04	1.13	262.6	-	-	-	-
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	-	-
BitDance-H-1x 2026.04	1.24	304.4	-	-	-	-
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	-	-
OURS, FLOP HEAVY 2026.03	1.32	294.2	74	64	3.71	-
DE-CM 2026.02	1.33	-	-	-	-	-
LightningDiT-XL/1 2026.02	1.35	-	-	-	-	-
SiD2, FLOP HEAVY 2026.03	1.37	286.3	73	65	3.83	-
REPA-XL/2 2026.02	1.42	-	-	-	-	-
OURS, SMALL 2026.03	1.42	297	73	65	3.82	-
REPA (SiT-XL/2) 2026.04	1.42	305.7	-	-	-	-
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	-	-	-	-
MAR 2026.04	1.55	303.7	-	-	-	-
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	-	-	-	-
PIXELDIT-XL 2026.03	1.61	292.7	78	64	4.68	-
TransDiff-L + Fast-ARDiff 2025.12	1.66	294.1	-	-	-	-
TransDiff-H + SD 2025.12	1.68	291.1	-	-	-	-
SiD2, SMALL 2026.03	1.68	288.2	72	65	4.04	-
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	-	-	-	-
GRN-G 2026.04	1.81	299	-	-	-	-
JIT-G 2026.03	1.82	292.6	79	62	-	-
JiT-G/16 2026.04	1.82	292.6	-	-	-	-
DiT-G++ 2023.10	1.83	281.53	78	64	-	-
JiT-H/16 2026.04	1.86	303.4	-	-	-	-
TransDiff-L + SD 2025.12	1.88	283.6	-	-	-	-
VAR-d30 2026.02	1.92	-	-	-	-	-
VAR 2025.12	1.92	323.1	82	59	-	-
VAR-d30 2026.04	1.92	323.1	-	-	-	-
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	-	-	-	-	-
PIXELFLOW-XL 2026.03	1.98	282.1	81	60	5.83	-
SiT-XL/2 2026.04	2.06	277.5	-	-	-	-
GRN-H 2026.04	2.06	316.1	-	-	-	-
VAR-d24 2026.04	2.09	312.9	-	-	-	-
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	-	-	-	-	-
PIXNERD-XL/16 2026.03	2.15	297	79	59	4.55	-
RandAR-XXL 2026.04	2.15	322	-	-	-	-
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	-	-
DiT-XL/2 2026.04	2.27	278.2	-	-	-	-
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	-	-
LlamaGen-XXL 2026.04	2.34	253.9	-	-	-	-
MAR 2025.12	2.35	227.8	79	62	-	-
JiT-L/16 2026.04	2.36	298.5	-	-	-	-
LV-RAE 2026.02	2.42	-	-	-	-	58.2
SimpleDiffusion 2023.10	2.44	256.3	-	-	-	-
VAR-d20 2026.04	2.57	302.6	-	-	-	-
LlamaGen-XL 2024.06	2.62	244.08	80	57	-	-
LlamaGen-XL 2026.04	2.62	244.1	-	-	-	-
GRN-L 2026.04	2.64	314.8	-	-	-	-
NAR-XL 2025.12	2.7	277.5	81	58	-	-
TFM-XL/2 2026.03	2.77	-	-	-	-	-
MeanFlow-† 2026.02	2.79	-	-	-	-	-
LlamaGen-3B 2024.06	2.81	311.59	84	54	-	-
S-VFM-XL/2 2026.03	2.86	-	-	-	-	-
MeanFlow-XL/2 2026.03	2.93	-	-	-	-	-
VAR-d20 2025.12	2.95	302.6	83	56	-	-

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