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cs.CV2025

VDOT: Efficient Unified Video Creation via Optimal Transport Distillation

Yutong Wang, Haiyu Zhang, Tianfan Xue +4

The rapid development of generative models has significantly advanced image and video applications. Among these, video creation, aimed at generating videos under various conditions…

cs.CV2025

ShotDirector: Directorially Controllable Multi-Shot Video Generation with Cinematographic Transitions

Xiaoxue Wu, Xinyuan Chen, Yaohui Wang +1

Shot transitions play a pivotal role in multi-shot video generation, as they determine the overall narrative expression and the directorial design of visual storytelling. However,…

cs.CV2025

LIA-X: Interpretable Latent Portrait Animator

Yaohui Wang, Di Yang, Xinyuan Chen +3

We introduce LIA-X, a novel interpretable portrait animator designed to transfer facial dynamics from a driving video to a source portrait with fine-grained control. LIA-X is an au…

cs.CV2025

Consistent and Controllable Image Animation with Motion Linear Diffusion Transformers

Xin Ma, Yaohui Wang, Genyun Jia +3

Image animation has seen significant progress, driven by the powerful generative capabilities of diffusion models. However, maintaining appearance consistency with static input ima…

cs.CV2025

GenHOI: Generalizing Text-driven 4D Human-Object Interaction Synthesis for Unseen Objects

Shujia Li, Haiyu Zhang, Xinyuan Chen +2

While diffusion models and large-scale motion datasets have advanced text-driven human motion synthesis, extending these advances to 4D human-object interaction (HOI) remains chall…

cs.CV2025

Training-free Stylized Text-to-Image Generation with Fast Inference

Xin Ma, Yaohui Wang, Xinyuan Chen +2

Although diffusion models exhibit impressive generative capabilities, existing methods for stylized image generation based on these models often require textual inversion or fine-t…