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Class-conditional Image Generation on ImageNet 1k (val)

1.48FID

RAR-XL

Updated 3d ago

Evaluation Results

Method
RAR-XL 2026.01	1.48	-	326	0.8	0.63
RAR-XXL 2026.01	1.5	-	306.9	0.8	0.62
MAR-H 2026.01	1.55	-	303.7	0.81	0.62
LlamaGen-STAT-3B 2026.01	1.75	-	300.6	0.8	0.64
MAGVIT-v2 2026.01	1.78	-	319.4	-	-
Oracle (Val data) 2025.12	1.78	-	236.9	0.75	0.67
∞-CC+Λ24-SQ 2025.12	1.82	-	333.4	0.78	0.64
LlamaGen-STAT-XXL 2026.01	1.91	-	290.2	0.79	0.63
VAR (2.0B) 2026.01	1.92	-	350.2	0.82	0.59
VAR-d30 2025.12	1.92	-	323.1	0.82	0.59
TiTok-S-128 2026.01	1.97	-	281.8	-	-
MAR-L 2026.01	1.98	-	290.3	-	-
SiT-XL 2026.01	2.06	-	270.3	0.82	0.59
VAR-d24 2025.12	2.09	-	312.9	0.82	0.59
RandAR-XXL 2026.01	2.15	-	322	0.79	0.62
LlamaGen-3B-576 2026.01	2.18	-	263.3	0.81	0.58
∞-CC+Λ24-SQ 2025.12	2.18	-	332.3	0.78	0.63
RandAR-XL 2026.01	2.25	-	317.8	0.8	0.6
DiT-XL 2026.01	2.27	-	278.2	0.83	0.57
LlamaGen-XXL + VA-π 2025.12	2.28	-	273.53	0.83	0.56
StyleGAN-XL 2026.01	2.3	-	265.1	0.78	0.53
DDPM 2025.12	2.31	4.98	243.42	0.82	0.58
Open-MAGVIT-v2-XL 2026.01	2.33	-	271.8	0.84	0.54
LlamaGen-XXL-576 2026.01	2.34	-	253.9	0.8	0.59
LlamaGen-STAT-XL 2026.01	2.36	-	244	0.78	0.62
LlamaGen-XXL (1.4B) 2025.12	2.37	-	252.16	0.81	0.59
DDIM 2025.12	2.43	4.4	241.25	0.8	0.59
VAR (600M) 2026.01	2.57	-	302.6	0.83	0.56
LlamaGen-XL-576 2026.01	2.62	-	244.1	0.8	0.57
LlamaGen-XXL + Post-train Tokenizer 2025.12	2.72	-	246.97	0.8	0.59
SAR-XL 2026.01	2.76	-	273.8	0.84	0.55
LlamaGen-XL (775M) 2025.12	2.79	-	286.88	0.84	0.54
LlamaGen-XL + VA-π 2025.12	2.94	-	299.63	0.84	0.53
ProCache 2025.12	2.96	4.93	232.85	0.8	0.57
ToCa 2025.12	3.04	5.14	230.7	0.79	0.56
VIM 2025.12	3.04	-	227.4	-	-
LlamaGen 2025.12	3.05	-	222.3	0.8	0.58
LlamaGen-3B-256 2026.01	3.06	-	279.7	0.84	0.54
LlamaGen-XXL-256 2026.01	3.09	-	253.6	0.82	0.53
DDIM 2025.12	3.18	4.74	232.01	0.79	0.58
LlamaGen-XL-256 2026.01	3.39	-	227.1	0.81	0.54
GigaGAN 2026.01	3.45	-	225.5	0.84	0.61
LDM-4 2026.01	3.6	-	247.7	-	-
LlamaGen-XL + AR-GRPO 2025.12	3.63	-	293.07	0.86	0.48
ToCa 2025.12	3.64	5.55	223.25	0.78	0.56
Delta-DiT 2025.12	3.75	5.7	207.57	0.77	0.54
RQTran.-re 2026.01	3.8	-	323.7	-	-
RQ-TF 2025.12	3.8	-	323.7	-	-
DDIM 2025.12	3.81	5.15	221.43	0.78	0.58
FORA 2025.12	3.88	6.43	229.02	0.79	0.54
MaskGIT-re 2026.01	4.02	-	355.6	-	-
LlamaGen-XXL + STE based Post-train AR 2025.12	4.17	-	267.34	0.83	0.51
LlamaGen-XXL + Post-train Tokenizer (longer) 2025.12	4.31	-	221.57	0.75	0.58
DDIM 2025.12	4.58	5.76	208.72	0.77	0.56
ADM 2026.01	4.59	-	186.7	0.82	0.53
VQGAN 2026.01	5.2	-	280.3	-	-
VQGAN 2025.12	5.2	-	280.3	-	-
BigGAN 2026.01	6.95	-	224.5	0.89	0.38
LlamaGen-XXL + VA-π 2025.12	7.65	-	116.7	0.71	0.64
LlamaGen-XL + VA-π 2025.12	9.23	-	111.59	0.71	0.59
LlamaGen-XXL + STE based Post-train AR 2025.12	11.46	-	102.21	0.68	0.61
LlamaGen-XXL + Post-train Tokenizer 2025.12	14.26	-	86.7	0.63	0.68
LlamaGen-XXL (1.4B) 2025.12	14.36	-	86.55	0.63	0.69
LlamaGen-XL (775M) 2025.12	15.55	-	79.16	0.62	0.69
LlamaGen-XXL + Post-train Tokenizer (longer) 2025.12	22.99	-	72.49	0.56	0.68
SD VAE 2026.01	23.05	68.65	70.34	0.4318	0.4775
HUVR 2026.01	24.53	68.37	66.13	0.4307	0.4367
HUVR 2026.01	24.72	76.09	60.17	0.385	0.4645