notesum.ai

Published at December 9

Generative Lines Matching Models

cs.CV

Released Date: December 9, 2024

Authors: Ori Matityahu¹, Raanan Fattal¹

Aff.: ¹The Hebrew University of Jerusalem

Arxiv: http://arxiv.org/pdf/2412.06403v1

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Model	NFE	unconditional		conditional
Model	NFE	FID	IS	FID
GAN
BigGAN Brock et al. (2019)	1	14.70	9.22	-
StyleGAN2-ADA Karras et al. (2020)	1	2.92	9.83	2.42
StyleGAN-D2D Kang et al. (2024)	1	-	-	2.26
StyleGAN-XL Sauer et al. (2022)	1	-	-	1.85
Diffusion / Score Matching
DDPM Ho et al. (2020)	1000	3.17	9.46	-
DDIM Song et al. (2021a)	100	4.16	-	-
Score SDE Song et al. (2021b)	2000	2.20	9.89	-
EDM Karras et al. (2022)	35	1.97	9.84	1.79
Distillation / Direct Gen.
KD Luhman & Luhman (2021)	1	9.36	8.36	-
PD Salimans & Ho (2022)	1	9.12	-	-
CT Song et al. (2023)	1	8.70	8.49	-
CD Song et al. (2023)	1	3.55	9.48	-
CD+GAN Lu et al. (2023)	1	2.65	-	-
iCT Song & Dhariwal (2024)	1	2.83	9.54	-
iCT-deep Song & Dhariwal (2024)	1	2.51	9.76	-
CTM Kim et al. (2024)	1	1.98	-	1.73
DMD Yin et al. (2024)	1	3.77	-	2.66
SiD ( $\alpha=1$ ) Zhou et al. (2024)	1	2.02	10.02	1.93
SiD ( $\alpha=1.2$ ) Zhou et al. (2024)	1	1.92	9.98	1.71
PD Salimans & Ho (2022)	2	4.51	-	-
CT Song et al. (2023)	2	5.83	8.85	-
CD Song et al. (2023)	2	2.93	9.75	-
iCT Song & Dhariwal (2024)	2	2.46	9.80	-
iCT-deep Song & Dhariwal (2024)	2	2.24	9.89	-
CTM Kim et al. (2024)	2	1.87	-	1.63
Flow Matching
OT-CFM Lipman et al. (2023)	142	6.35	-	-
1-Rect-Flow (distill) Liu et al. (2023)	1	6.18	9.08	-
2-Rect-Flow (distill) Liu et al. (2023)	1	4.85	9.01	-
3-Rect-Flow (distill) Liu et al. (2023)	1	5.21	8.79	-
1-Rect-Flow Liu et al. (2023)	127	2.58	9.60	-
2-Rect-Flow Liu et al. (2023)	110	3.36	9.24	-
2-Rect-Flow Liu et al. (2023)	104	3.96	9.01	-
LMM	1	1.90	10.16	1.57
LMM	2	1.55	10.20	1.39