notesum.ai

Published at November 27

InfiniDreamer: Arbitrarily Long Human Motion Generation via Segment Score Distillation

cs.CV

Released Date: November 27, 2024

Authors: Wenjie Zhuo¹, Fan Ma¹, Hehe Fan¹

Aff.: ¹ReLER Lab, CCAI, Zhejiang University

Arxiv: http://arxiv.org/abs/2411.18303v1

Refer to caption

	Motion				Transition (30 frames)
	R-precision $\uparrow$	FID $\downarrow$	Diversity $\rightarrow$	MultiModal-Dist $\downarrow$	FID $\downarrow$	Diversity $\rightarrow$
Ground Truth	$0.797\pm 0.003$	$1.6\cdot 10^{-3}\pm 0.00$	$9.59\pm 0.13$	$2.98\pm 0.01$	$1.8\cdot 10^{-3}\pm 0.00$	$9.55\pm 0.09$
DoubleTake [44]	$0.603\pm 0.009$	${1.36\pm 0.03}$	$9.33\pm 0.15$	$4.27\pm 0.01$	$\underline{3.19\pm 0.29}$	$\underline{8.09\pm 0.08}$
DiffCollage [61]	$\underline{0.605\pm 0.006}$	$\underline{1.07\pm 0.05}$	$\underline{9.34\pm 0.11}$	$\underline{3.62\pm 0.01}$	$4.27\pm 0.09$	$7.47\pm 0.08$
InfiniDreamer (ours)	$\mathbf{0.627\pm 0.009}$	$\mathbf{0.62\pm 0.07}$	$\mathbf{9.60\pm 0.15}$	$\mathbf{3.37\pm 0.01}$	$\mathbf{2.43\pm 0.30}$	$\mathbf{8.44\pm 0.09}$