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Class-Conditional Image Generation on ImageNet 256x256 (test val)

1.55FID

MAR-H

Updated 3d ago

Evaluation Results

Method
MAR-H 2024.12	1.55	-	303.7	0.81	0.62
MAR-L 2024.12	1.78	-	296	0.81	0.6
MDT-XL/2-G 2023.09	1.79	4.57	283.01	81	61
DoD-XL-G 2024.10	1.83	5	263.69	0.77	0.65
RDM 2023.09	1.87	3.97	278.75	81	59
VAR-d30 2024.12	1.92	-	323.1	0.82	0.59
Flag-DiT-G 2024.10	1.96	4.43	284.8	0.82	0.61
RDM 2023.09	1.99	3.99	260.45	81	58
Efficient-DiT-G 2024.10	2.01	4.49	271.04	0.82	0.6
IBQ-XXL 2024.12	2.05	-	286.73	0.83	0.57
VAR-d24 2024.12	2.09	-	312.9	0.82	0.59
IBQ-XL 2024.12	2.14	-	278.99	0.83	0.56
SiT-XL-G 2024.10	2.15	4.5	258.09	0.81	0.6
FiTv2-3B-G 2024.10	2.15	4.49	276.32	0.82	0.59
LlamaGen-3B (upsampled) 2024.12	2.18	-	263.33	0.81	0.58
MDT-XL/2-G 2023.09	2.26	4.28	246.06	81	59
FiTv2-XL-G 2024.10	2.26	4.53	260.95	0.81	0.59
DiT-XL/2-G 2023.09	2.27	4.6	278.24	83	57
DiT-XL-G 2024.10	2.27	4.6	278.24	0.83	0.57
DiT-XL/2 2024.12	2.27	-	278.2	0.83	0.57
StyleGAN-XL 2023.09	2.3	4.02	265.12	78	53
StyleGAN-XL 2024.10	2.3	4.02	265.12	0.78	0.53
MAR-B 2024.12	2.31	-	281.7	0.82	0.57
Open-MAGVIT2-XL 2024.12	2.33	-	271.77	0.84	0.54
DoD-XL-G 2024.10	2.34	5	228.42	0.78	0.61
LlamaGen-XXL (upsampled) 2024.12	2.34	-	253.9	0.8	0.59
U-ViT-H-G 2024.10	2.35	5.68	265.02	0.82	0.57
IBQ-L 2024.12	2.45	-	267.48	0.83	0.52
Open-MAGVIT2-L 2024.12	2.51	-	271.7	0.84	0.54
VAR-d20 2024.12	2.57	-	302.6	0.83	0.56
LlamaGen-XL (upsampled) 2024.12	2.62	-	244.08	0.8	0.57
IBQ-B 2024.12	2.88	-	254.73	0.84	0.51
ViT-VQGAN-re 2024.12	3.04	-	227.4	-	-
LlamaGen-3B 2024.12	3.06	-	279.72	0.84	0.53
LlamaGen-L (upsampled) 2024.12	3.07	-	256.06	0.83	0.52
Open-MAGVIT2-B 2024.12	3.08	-	258.26	0.85	0.51
LlamaGen-XXL 2024.12	3.09	-	253.61	0.83	0.53
DoD-B-G 2024.10	3.15	5.74	248.48	0.82	0.54
VAR-d16 2024.12	3.3	-	274.4	0.84	0.51
LlamaGen-XL 2024.12	3.39	-	227.08	0.81	0.54
DoD-B-G 2024.10	3.42	5.65	236.59	0.82	0.52
LDM-4-G 2023.09	3.6	-	247.67	87	48
LDM-4-G 2024.10	3.6	5.12	247.67	0.87	0.48
LDM-4 2024.12	3.6	-	247.7	-	-
RQTran.-re 2024.12	3.8	-	323.7	-	-
LlamaGen-L 2024.12	3.8	-	248.28	0.83	0.51
ADM-U,G 2023.09	3.94	6.14	215.84	83	53
ADM-G,U 2024.10	3.94	6.14	215.84	0.83	0.53
ViT-VQGAN 2024.12	4.17	-	175.1	-	-
FiT-XL-G 2024.10	4.21	10.01	254.87	0.84	0.51
CDM 2023.09	4.88	-	158.71	-	-
CDM 2024.10	4.88	-	158.71	-	-
CDM 2024.12	4.88	-	158.7	-	-
DoD-B-G 2024.10	4.93	5.61	187.14	0.81	0.48
VQGAN-re 2024.12	5.2	-	280.3	-	-
RDM 2023.09	5.27	4.39	153.43	75	62
MaskGIT 2024.10	6.18	-	182.1	0.8	0.51
MDT-XL/2 2023.09	6.23	5.23	143.02	71	65
BigGAN-deep 2023.09	6.95	7.36	171.1	87	28
BigGAN-deep 2024.10	6.95	7.36	171.4	0.87	0.28
BigGAN-deep 2021.02	7	-	-	-	-
RQTran. 2024.12	7.55	-	134	-	-
BigGAN 2021.02	7.7	-	-	-	-
DiT-XL/2 2023.09	9.62	6.85	121.5	67	67
DoD-S-G 2024.10	9.71	6.16	123.63	0.75	0.49
LDM-4 2023.09	10.56	-	103.49	71	62
ADM 2023.09	10.94	6.02	100.98	69	63
ADM 2024.12	10.94	-	101	0.69	0.63
DoD-S-G 2024.10	11.97	6.23	108.95	0.74	0.48
Improved Diffusion 2021.02	12.3	-	-	-	-
VQGAN 2024.12	15.78	-	74.3	-	-
VQGAN 2024.12	18.65	-	80.4	0.78	0.26
DoD-S-G 2024.10	19.7	8.08	74.94	0.67	0.48
Improved Diffusion 2021.02	31.5	-	-	-	-
VQ-VAE-2 2021.02	38.1	-	-	-	-