4 papers
OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation
Yuheng Liu, Xin Lin, Xinke Li +9
Modeling scenes using video generation models has garnered growing research interest in recent years. However, most existing approaches rely on perspective video models that synthe…
Gated Condition Injection without Multimodal Attention: Towards Controllable Linear-Attention Transformers
Yuhe Liu, Zhenxiong Tan, Yujia Hu +2
Recent advances in diffusion-based controllable visual generation have led to remarkable improvements in image quality. However, these powerful models are typically deployed on clo…
TIE: Revolutionizing Text-based Image Editing for Complex-Prompt Following and High-Fidelity Editing
Xinyu Zhang, Mengxue Kang, Fei Wei +3
As the field of image generation rapidly advances, traditional diffusion models and those integrated with multimodal large language models (LLMs) still encounter limitations in int…
LogicalDefender: Discovering, Extracting, and Utilizing Common-Sense Knowledge
Yuhe Liu, Mengxue Kang, Zengchang Qin +1
Large text-to-image models have achieved astonishing performance in synthesizing diverse and high-quality images guided by texts. With detail-oriented conditioning control, even fi…