DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation

Minghong Cai; Xiaodong Cun; Xiaoyu Li; Wenze Liu; Zhaoyang Zhang; Yong Zhang; Ying Shan; Xiangyu Yue

doi:10.1109/cvpr52734.2025.00727

CVPR2025顶会

DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation

Minghong Cai, Xiaodong Cun, Xiaoyu Li, Wenze Liu, Zhaoyang Zhang, Yong Zhang, Ying Shan, Xiangyu Yue

DOI 出版方

2025年份

34顶会引用

摘要

SHIAE, CUHK (b) "Frosty pine: close-up shot medium shot forest vista, cinematic" (a) "Athlete glides across ocean waters snow mountain sand dunes" Figure 1. Our method DiTCtrl takes multiple text prompts as input and demonstrates superior capability in generating longer videos with multiple events, long-range coherence and smooth transitions as output.