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Class-conditional Image Generation on ImageNet 64x64

1.23FID

RIN

Updated 3d ago

Evaluation Results

Method
RIN 2024.05	1.23	-	-	-	-	-	-
RIN 2024.06	1.23	-	-	67	-	-	-
Moment Matching Alternating 2024.06	1.24	-	-	78	-	-	-
DMD2 2024.05	1.28	-	-	-	-	-	-
Moment Matching Instant 2024.06	1.35	-	-	81	-	-	-
EDM 2022.09	1.36	-	-	-	-	-	-
EDM 2024.05	1.36	-	-	-	-	-	-
EDM 2025.11	1.36	-	-	-	-	-	-
MultiStep-CD (Heek et al., 2024) 2024.06	1.4	-	-	73	-	-	-
our base model 2024.06	1.42	-	-	84	-	-	-
VDM++ 2024.06	1.43	-	-	-	-	-	-
Teacher 2024.05	1.43	-	-	-	-	-	-
CDM 2022.09	1.48	-	-	-	-	-	-
CDM 2023.03	1.48	-	-	-	-	-	-
Moment Matching Alternating 2024.06	1.5	-	-	75	-	-	-
StyleGAN-XL 2022.09	1.51	-	-	-	-	-	-
StyleGAN-XL 2023.03	1.51	-	-	-	-	-	-
DMD2 2024.05	1.51	-	-	-	-	-	-
StyleGAN-XL 2024.05	1.52	-	-	-	-	-	-
MultiStep-CD (Heek et al., 2024) 2024.06	1.6	-	-	-	-	-	-
PD (Salimans & Ho, 2022) 2024.06	1.7	-	-	63	-	-	-
CTM (Kim et al., 2024) 2024.06	1.73	-	-	64	-	-	-
MultiStep-CD (Heek et al., 2024) 2024.06	1.9	-	-	-	-	-	-
CTM 2024.05	1.92	-	-	-	-	-	-
CTM 2024.12	1.92	-	-	-	-	-	-
Multistep CD 2024.05	2	-	-	-	-	-	-
ADM 2022.09	2.07	-	-	-	-	-	-
ADM 2024.05	2.07	-	-	-	-	-	-
ADM 2023.11	2.07	-	-	-	-	-	-
ADM 2025.11	2.09	-	-	-	-	-	4.29
CCM 2024.12	2.18	-	-	-	-	-	-
EMD-16 (ours) 2024.05	2.2	-	-	-	-	0.59	-
DiMR-L/3R 2024.06	2.21	-	-	55.73	75	60	-
ViT-L (ours) 2023.03	2.28	-	-	-	-	-	-
EDM 2024.05	2.32	-	-	-	-	-	-
EDM (Teacher) 2023.11	2.32	-	-	-	-	-	-
ADM-ES 2023.08	2.39	-	-	-	-	-	-
PD (Salimans & Ho, 2022) 2024.06	2.4	-	-	-	-	-	-
TRACT 2024.06	2.41	-	-	-	-	-	-
EDM 2024.12	2.44	-	-	-	-	-	-
ADM 2023.03	2.61	-	-	-	-	-	-
DMD 2024.05	2.62	-	-	-	-	-	-
DMD (Yin et al., 2023) 2024.06	2.62	-	-	-	-	-	-
DMD 2023.11	2.62	-	-	-	-	-	-
DMD 2024.05	2.62	-	-	-	-	-	-
ADM 2023.08	2.71	-	-	-	-	-	-
iCT-deep 2024.06	2.77	-	-	-	-	-	-
IDDPM (large) 2022.09	2.92	-	-	-	-	-	-
IDDPM (large) 2023.03	2.92	-	-	-	-	-	-
iDDPM 2025.11	2.92	-	-	-	-	-	3.79
TRACT 2024.06	2.93	-	-	-	-	-	-
Moment Matching Alternating 2024.06	3	-	-	89	-	-	-
ADM-ES 2023.08	3.07	-	-	-	-	-	-
EMD-1 (baseline) 2024.05	3.1	-	-	-	-	0.55	-
MultiStep-CD (Heek et al., 2024) 2024.06	3.2	-	-	-	-	-	-
iCT-deep 2024.05	3.25	-	-	-	-	-	-
iCT-deep 2024.06	3.25	-	-	-	-	-	-
iCT-deep 2025.11	3.25	-	-	-	-	-	-
Moment Matching Instant 2024.06	3.4	-	-	98	-	-	-
DDPM 2022.08	3.43	-	-	-	-	-	-
DiMR-M/3R 2024.06	3.65	-	-	42.41	74	59	-
TARFlow + R-REPA 2025.11	3.69	-	-	-	-	-	4.34
ADM 2023.08	3.75	-	-	-	-	-	-
Moment Matching Alternating 2024.06	3.86	-	-	60	-	-	-
iCT 2024.12	4.02	-	-	-	-	-	-
ECM 2024.12	4.05	-	-	-	-	-	-
BigGAN-deep 2022.09	4.06	-	-	-	-	-	-
BigGAN-deep 2023.03	4.06	-	-	-	-	-	-
BigGAN-deep 2024.05	4.06	-	-	-	-	-	-
BigGAN-deep 2023.11	4.06	-	-	-	-	-	-
BigGAN-deep 2024.05	4.06	-	-	-	-	0.48	-
BigGAN 2025.11	4.06	-	-	-	-	-	3.96
TARFlow 2025.11	4.21	-	-	-	-	-	5.34
U-ViT-L/4 2022.09	4.26	-	-	-	-	-	-
U-ViT-Large 2023.03	4.26	-	-	-	-	-	-
U-ViT-L/4 2024.06	4.26	-	-	40.66	71	62	-
CD (LPIPS) 2024.06	4.32	-	-	-	-	-	-
CD (LPIPS) 2024.06	4.7	-	-	-	-	-	-
PD (Salimans & Ho, 2022) 2024.06	4.7	-	-	-	-	-	-
CD 2024.05	4.7	-	-	-	-	0.64	-
CD (LPIPS) 2025.11	4.7	-	-	-	-	-	-
Bit Diffusion 2022.08	4.84	-	-	-	-	-	-
TRACT 2024.06	4.97	-	-	-	-	-	-
Bit Diffusion 2022.08	5.14	-	-	-	-	-	-
OT-CFM 2024.12	5.36	-	-	-	-	-	-
Diff-Instruct 2024.05	5.57	-	-	-	-	-	-
Diff-Instruct (Luo et al., 2023) 2024.06	5.57	-	-	-	-	-	-
Diff-Instruct 2023.11	5.57	-	-	-	-	-	-
Diff-Instruct 2024.05	5.57	-	-	-	-	-	-
U-ViT-M/4 2022.09	5.85	-	-	-	-	-	-
U-ViT-Mid 2023.03	5.85	-	-	-	-	-	-
U-ViT-M/4 2024.06	5.85	-	-	33.71	69	61	-
Consistency Model 2024.05	6.2	-	-	-	-	-	-
CD (LPIPS) 2024.06	6.2	-	-	-	-	-	-
Consistency Model 2023.11	6.2	-	-	-	-	-	-
CD 2024.12	6.2	-	-	-	-	-	-
CD-LPIPS 2024.05	6.2	-	-	-	-	0.63	-
IC-GAN 2025.11	6.7	-	-	-	-	-	-
IDDPM (small) 2022.09	6.92	-	-	-	-	-	-
IDDPM (small) 2023.03	6.92	-	-	-	-	-	-

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