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cs.CV2025

MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives

Sihui Ji, Xi Chen, Shuai Yang +3

The core challenge for streaming video generation is maintaining the content consistency in long context, which poses high requirement for the memory design. Most existing solution…

cs.CV2025

PhysMaster: Mastering Physical Representation for Video Generation via Reinforcement Learning

Sihui Ji, Xi Chen, Xin Tao +2

Video generation models nowadays are capable of generating visually realistic videos, but often fail to adhere to physical laws, limiting their ability to generate physically plaus…

cs.CV2025

LayerFlow: A Unified Model for Layer-aware Video Generation

Sihui Ji, Hao Luo, Xi Chen +3

We present LayerFlow, a unified solution for layer-aware video generation. Given per-layer prompts, LayerFlow generates videos for the transparent foreground, clean background, and…

cs.CV2025

DiffDoctor: Diagnosing Image Diffusion Models Before Treating

Yiyang Wang, Xi Chen, Xiaogang Xu +4

In spite of recent progress, image diffusion models still produce artifacts. A common solution is to leverage the feedback provided by quality assessment systems or human annotator…

cs.CV2025

VideoAnydoor: High-fidelity Video Object Insertion with Precise Motion Control

Yuanpeng Tu, Hao Luo, Xi Chen +3

Despite significant advancements in video generation, inserting a given object into videos remains a challenging task. The difficulty lies in preserving the appearance details of t…

cs.CV2024

FashionComposer: Compositional Fashion Image Generation

Sihui Ji, Yiyang Wang, Xi Chen +3

We present FashionComposer for compositional fashion image generation. Unlike previous methods, FashionComposer is highly flexible. It takes multi-modal input (i.e., text prompt, p…