notesum.ai

Published at December 9

See Further When Clear: Curriculum Consistency Model

cs.CV

Released Date: December 9, 2024

Authors: Yunpeng Liu¹, Boxiao Liu, Yi Zhang, Xingzhong Hou, Guanglu Song, Yu Liu, Haihang You

Aff.: ¹Institute of Computing Technology, Chinese Academy of Sciences

Arxiv: http://arxiv.org/pdf/2412.06295v1

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Model Type	Method	NFE ( $\downarrow$ )	FID ( $\downarrow$ )
GAN	StyleGAN-XL(Sauer et al. (2022))	1	1.85
Diffusion Models	DDPM(Ho et al. (2020))	1000	3.17
	DDIM(Song et al. (2020))	100	4.16
	Score SDE(Song et al. (2021))	2000	2.20
	EDM(Karras et al. (2022))	35	2.01
	2-Rectified Flow(Liu et al. (2023))	1	4.85
	ECM(Geng et al. (2024))	1	3.60
	CD(Song et al. (2023))	1	3.55
	iCT(Song & Dhariwal (2023))	1	2.83
	CD + GAN(Lu et al. (2023))	1	2.65
	CTM(Kim et al. (2023))	1	1.98
Flow Matching Models	OT-CFM(Tong et al. (2023))	100	4.49
	PCM(Wang et al. (2024))	8	1.94
	CCM (ours)	1	1.64