notesum.ai

Published at November 18

Medical Video Generation for Disease Progression Simulation

cs.CV

cs.AI

Released Date: November 18, 2024

Authors: Xu Cao¹, Kaizhao Liang², Kuei-Da Liao³, Tianren Gao⁴, Wenqian Ye⁵, Jintai Chen¹, Zhiguang Ding⁶, Jianguo Cao⁷, James M. Rehg¹, Jimeng Sun¹

Aff.: ¹University of Illinois Urbana-Champaign; ²University of Texas at Austin; ³Objective, Inc; ⁴Microsoft; ⁵University of Virginia; ⁶Shenzhen Nanshan People's Hospital; ⁷Shenzhen Children's Hospital

Arxiv: http://arxiv.org/abs/2411.11943v1

Method	Chest X-ray		Fundus Retinal Image		Skin Image
Method	Conf $(\uparrow)$	CLIP-I $(\uparrow)$	Conf $(\uparrow)$	CLIP-I $(\uparrow)$	Conf $(\uparrow)$	CLIP-I $(\uparrow)$
Extrapolation Methods [20]	0.054	0.972	0.074	0.991	0.226	0.951
Sable Video Diffusion (SVD) [57]	0.389	0.923	0.121	0.892	0.201	0.886
PIE (Stage 1 of MVG)	0.712	0.978	0.807	0.992	0.453	0.958