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Class-conditional image synthesis on ImageNet 256x256 (val)

1.6FID

Momentum Guidance

Updated 4d ago

Evaluation Results

Method
Momentum Guidance 2026.02	1.6	254.6	0.81	0.62
Validation data 2021.10	1.62	235	-	-
Momentum Guidance 2026.02	1.71	250.89	0.81	0.62
Momentum Guidance 2026.02	1.85	288.65	0.82	0.6
Classifier-Free Guidance 2026.02	1.89	239.56	0.79	0.62
Momentum Guidance 2026.02	1.9	300.71	0.84	0.59
Momentum Guidance 2026.02	1.99	306.02	0.84	0.59
Momentum Guidance 2026.02	2	238.29	0.8	0.61
Classifier-Free Guidance 2026.02	2.03	301.29	0.84	0.58
Classifier-Free Guidance 2026.02	2.04	293.03	0.84	0.58
Classifier-Free Guidance 2026.02	2.2	230.71	0.79	0.62
DiT-XL/2† 2023.03	2.27	278.24	-	-
StyleGAN-XL 2023.03	2.32	297.62	0.82	0.61
Classifier-Free Guidance 2026.02	2.38	275.06	0.83	0.57
Momentum Guidance 2026.02	2.62	330.08	0.85	0.56
Momentum Guidance 2026.02	2.89	342.27	0.85	0.56
ViT-VQGAN 2021.10	3.04	227.4	-	-
Classifier-Free Guidance 2026.02	3.13	325.55	0.86	0.52
Classifier-Free Guidance 2026.02	3.17	340.88	0.87	0.54
Momentum Guidance 2026.02	3.17	349.04	0.85	0.56
Momentum Guidance 2026.02	3.26	179.66	0.74	0.67
Classifier-Free Guidance 2026.02	3.26	212.83	0.78	0.6
Classifier-Free Guidance 2026.02	3.34	348.87	0.87	0.54
GigaGAN 2023.03	3.45	225.52	0.84	0.61
Momentum Guidance 2026.02	3.49	353.77	0.85	0.54
Momentum Guidance 2026.02	3.58	176.1	0.74	0.67
LDM-4-G 2023.03	3.6	247.67	-	-
RQ-Transformer 2023.03	3.83	339.41	0.85	0.6
Momentum Guidance 2026.02	3.96	370.72	0.86	0.53
ADM-G-U 2023.03	4.01	240.24	0.85	0.62
ViT-VQGAN 2021.10	4.17	175.1	-	-
Momentum Guidance 2026.02	4.46	165.85	0.73	0.66
ADM-G 2023.03	4.48	207.86	0.84	0.62
Classifier-Free Guidance 2026.02	4.48	363.56	0.89	0.49
ADM-G 2021.10	4.59	186.7	-	-
Momentum Guidance 2026.02	4.62	382.04	0.87	0.51
Momentum Guidance 2026.02	4.62	382.79	0.87	0.51
Classifier-Free Guidance 2026.02	4.75	163.5	0.72	0.67
Classifier-Free Guidance 2026.02	4.76	377.39	0.89	0.49
CDM 2023.03	4.88	158.71	-	-
Classifier-Free Guidance 2026.02	4.99	383.6	0.89	0.49
VQ-GAN 2023.03	5.2	314.61	0.81	0.57
Momentum Guidance 2026.02	5.27	397.44	0.88	0.49
Mask-GIT 2023.03	5.4	216.38	0.87	0.6
Classifier-Free Guidance 2026.02	5.57	156.1	0.72	0.67
Classifier-Free Guidance 2026.02	5.94	392.5	0.9	0.45
Momentum Guidance 2026.02	6.08	407.3	0.89	0.48
Classifier-Free Guidance 2026.02	6.36	403.22	0.9	0.46
Classifier-Free Guidance 2026.02	6.62	408.68	0.9	0.46
BigGAN-deep 2021.10	6.84	203.6	-	-
BigGAN-Deep 2023.03	6.95	224.46	0.89	0.38
VQGAN 2021.10	7.35	188.6	-	-
BigGAN 2021.10	7.53	168.6	-	-
LDM-8-G 2023.03	7.76	209.52	-	-
Classifier-Free Guidance 2026.02	7.76	140.89	0.7	0.65
VQGAN 2021.10	10.26	125.5	-	-
ADM-G 2021.10	10.94	101	-	-
IDDPM 2021.10	12.3	-	-	-
VQGAN 2021.10	17.04	70.6	-	-
VQVAE-2 2021.10	31	45	-	-
DCTransformer 2021.10	36.5	-	-	-