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20242026
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cs.CV2026

Object-Uni: A Unified Model for Object-Centric Spatial Understanding and Controllable Generation

Mining Tan, Yinuo Wang, Ziqi Zhou +6

Unified models for visual understanding and generation have made rapid progress, yet they still lack the ability to understand and manipulate the spatial states of object instances…

cs.CV2026

Sissi: Zero-shot Style-guided Image Synthesis via Semantic-style Integration

Yingying Deng, Xiangyu He, Fan Tang +2

Text-guided image generation has advanced rapidly with large-scale diffusion models, yet achieving precise stylization with visual exemplars remains difficult. Existing approaches…

cs.CV2025

Inversion-Free Style Transfer with Dual Rectified Flows

Yingying Deng, Xiangyu He, Fan Tang +2

Style transfer, a pivotal task in image processing, synthesizes visually compelling images by seamlessly blending realistic content with artistic styles, enabling applications in p…

cs.CV2025

LumiSculpt: Enabling Consistent Portrait Lighting in Video Generation

Yuxin Zhang, Dandan Zheng, Biao Gong +5

Lighting plays a pivotal role in ensuring the naturalness and aesthetic quality of video generation. However, the impact of lighting is deeply coupled with other factors of videos,…

cs.CV2025

IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual Prompting

Yuxin Zhang, Minyan Luo, Weiming Dong +6

The stories and characters that captivate us as we grow up shape unique fantasy worlds, with images serving as the primary medium for visually experiencing these realms. Personaliz…

cs.CV2025

CreativeSynth: Cross-Art-Attention for Artistic Image Synthesis with Multimodal Diffusion

Nisha Huang, Weiming Dong, Yuxin Zhang +6

Although remarkable progress has been made in image style transfer, style is just one of the components of artistic paintings. Directly transferring extracted style features to nat…