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Conditional Image Generation on ImageNet-1K 256x256 (val)

1.28gFID

AliTok-XL

Updated 3d ago

Evaluation Results

Method
AliTok-XL 2025.06	1.28	306.3	0.79	0.65	-
LightningDiT 2025.06	1.35	295.3	0.79	0.65	-
AliTok-L 2025.06	1.38	326.2	0.78	0.65	-
REPA 2025.06	1.42	305.7	0.8	0.65	-
AliTok-B 2025.06	1.44	319.5	0.77	0.65	-
RAR-XXL 2025.06	1.48	326	0.8	0.63	-
RAR-XL 2025.06	1.5	306.9	0.8	0.62	-
MAR-H 2025.06	1.55	303.7	0.81	0.62	-
MAR-H, Diff Loss 2024.06	1.55	303.7	81	62	-
MDTv2-XL/2 2024.06	1.58	314.7	79	65	-
RAR-L 2025.06	1.7	299.5	0.81	0.6	-
DiffiT 2024.06	1.73	276.5	80	62	-
MAGVIT-v2 2025.06	1.78	319.4	-	-	-
MAGVIT-v2 2024.06	1.78	319.4	-	-	-
MAR-L, Diff Loss 2024.06	1.78	296	81	60	-
AliTok-XL 2025.06	1.88	228.4	-	-	-
VAR-d30 2025.06	1.92	323.1	0.82	0.59	-
RAR-B 2025.06	1.95	290.5	0.82	0.58	-
TiTok-S-128 2025.06	1.97	281.8	-	-	-
MAR-L 2025.06	1.98	290.3	0.81	0.6	-
AliTok-L 2025.06	1.98	200.8	-	-	-
SiT-XL 2025.06	2.06	270.3	0.82	0.59	-
VAR-d24 2025.06	2.09	312.9	0.82	0.59	-
VDM++ 2024.06	2.12	267.7	-	-	-
LightningDiT 2025.06	2.17	205.6	-	-	-
LlamaGen-3B 2025.06	2.18	263.3	0.81	0.59	-
AsCAN 2024.11	2.23	-	-	-	-
DiT-XL/2 2024.06	2.27	278.2	83	57	-
DiT-XL/2-G 2024.11	2.27	-	-	-	-
U-ViT-H/2-G 2024.06	2.29	263.9	82	57	-
U-ViT-H/2 2024.11	2.29	-	-	-	-
MAR-B 2025.06	2.31	281.7	0.82	0.57	-
MAR-B, Diff Loss 2024.06	2.31	281.7	82	57	-
LlamaGen-XXL 2025.06	2.34	253.9	0.8	0.59	-
MAR-H 2025.06	2.35	227.8	-	-	-
MAR-H, Diff Loss 2024.06	2.35	227.8	79	62	-
AliTok-B 2025.06	2.4	177.1	-	-	-
VDM++ 2024.06	2.4	225.3	-	-	-
AsCAN 2024.11	2.41	-	-	-	-
MAR-L 2025.06	2.6	221.4	-	-	-
MAR-L, Diff Loss 2024.06	2.6	221.4	79	60	-
LlamaGen-XL 2025.06	2.62	244.1	0.8	0.57	-
RAR-XXL 2025.06	3.26	193.3	-	-	-
GIVT 2024.06	3.35	-	84	53	-
U-ViT-L/2 2024.11	3.4	-	-	-	-
MAR-B 2025.06	3.48	192.4	-	-	-
MAR-B, Diff Loss 2024.06	3.48	192.4	78	58	-
LDM-4 2024.06	3.6	247.7	87	48	-
LDM 2024.11	3.6	-	-	-	-
MAGVIT-v2 2025.06	3.65	200.5	-	-	-
MAGVIT-v2 2024.06	3.65	200.5	-	-	-
RAR-XL 2025.06	3.72	179.9	-	-	-
VIT-VQGAN 2022.12	4.17	175.1	-	-	-
TiTok-S-128 2025.06	4.44	168.2	-	-	-
SeQ-GAN + NAR-L 2022.12	4.55	200.4	-	-	-
ADM 2024.06	4.59	186.7	82	52	-
SeQ-GAN + NAR 2022.12	4.99	189.1	-	-	-
MDTv2-XL/2 2024.06	5.06	155.6	72	66	-
RAR-L 2025.06	5.39	149.1	-	-	-
GIVT 2024.06	5.67	-	75	59	-
REPA 2025.06	5.9	157.8	-	-	-
MaskGIT 2025.06	6.18	182.1	-	-	-
MaskGIT 2022.12	6.18	182.1	-	-	-
MaskGIT 2024.06	6.18	182.1	80	51	-
SeQ-GAN + AR-L 2022.12	6.25	140.9	-	-	-
MAGE 2024.06	6.93	195.8	-	-	-
BigGAN-Deep 2022.12	6.95	198.2	-	-	-
RAR-B 2025.06	7.12	124.8	-	-	-
MoVQ + AR 2022.12	7.13	138.3	-	-	-
MoVQ + NAR 2022.12	7.22	130.1	-	-	-
SeQ-GAN + AR 2022.12	7.55	121.3	-	-	-
SiT-XL 2025.06	8.61	131.7	-	-	-
RQ-VAE 2022.12	8.71	119	-	-	-
LlamaGen-3B 2025.06	9.38	112.9	-	-	-
DiT-XL/2 2024.06	9.62	121.5	67	67	-
LDM-4 2024.06	10.56	103.5	71	62	-
ADM 2024.11	10.6	-	-	-	-
ADM 2022.12	10.94	101	-	-	-
ADM 2024.06	10.94	101	69	63	-
VIT-VQGAN 2022.12	11.2	97.2	-	-	-
VQ-Diffusion 2022.12	11.89	-	-	-	-
Improved DDPM 2022.12	12.26	-	-	-	-
VQGAN 2022.12	15.78	78.3	-	-	-
Autoreg. w/ VQGAN 2024.06	15.78	78.3	-	-	-
VQ-VAE-2 2022.12	31.11	45	-	-	-
DCT 2022.12	36.51	-	-	-	-
DiT-L/2 2024.12	-	-	-	-	23.3
DiT-L/2 + REPA 2024.12	-	-	-	-	15.6
DiT-XL/2 2024.12	-	-	-	-	19.5
DiT-XL/2 + REPA 2024.12	-	-	-	-	12.3
Baseline (L=1) 2024.12	-	-	-	-	31.1
Nested Diffusion (L=5) 2024.12	-	-	-	-	9.9
LDM-4 2026.02	-	247.7	87	48	3.6
U-ViT-H/2-G 2026.02	-	263.9	81	62	2.29
DiT-XL/2 2026.02	-	278.2	83	57	2.27
DiffiT 2026.02	-	276.5	80	62	1.73
MDTv2-XL/2 2026.02	-	314.7	79	65	1.58
GIVT 2026.02	-	-	84	53	3.35
MAR 2026.02	-	303.7	81	62	1.55
De-MAR 2026.02	-	305.8	83	62	1.47

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