3 papers
cs.CV2025
DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion
Huiguo He, Huan Yang, Zixi Tuo +7
Story visualization aims to create visually compelling images or videos corresponding to textual narratives. Despite recent advances in diffusion models yielding promising results,…
cs.CV2025
Long Video Diffusion Generation with Segmented Cross-Attention and Content-Rich Video Data Curation
Xin Yan, Yuxuan Cai, Qiuyue Wang +3
We introduce Presto, a novel video diffusion model designed to generate 15-second videos with long-range coherence and rich content. Extending video generation methods to maintain…
cs.CV2025
Improving Multi-Subject Consistency in Open-Domain Image Generation with Isolation and Reposition Attention
Huiguo He, Qiuyue Wang, Yuan Zhou +4
Training-free diffusion models have achieved remarkable progress in generating multi-subject consistent images within open-domain scenarios. The key idea of these methods is to inc…