DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion

Story visualization aims to create visually compelling images or videos corresponding to textual narratives. Despite recent advances in diffusion models yielding promising results, existing methods still struggle to create a coherent sequence of subject-consistent frames based solely on a story. To...

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Bibliographic Details

Published in:	IEEE transactions on pattern analysis and machine intelligence Vol. 47; no. 12; pp. 11874 - 11891
Main Authors:	He, Huiguo, Yang, Huan, Tuo, Zixi, Zhou, Yuan, Wang, Qiuyue, Zhang, Yuhang, Liu, Zeyu, Huang, Wenhao, Chao, Hongyang, Yin, Jian
Format:	Journal Article
Language:	English
Published:	United States IEEE 01.12.2025
Subjects:	Benchmark testing diffusion model Diffusion models Faces Hands large language model Large language models multi-subject consistency Semantics Snow Story visualization Training Videos Visualization
ISSN:	0162-8828, 1939-3539, 2160-9292, 1939-3539
Online Access:	Get full text
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