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20242026
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cs.CV2026

Advancing Open-source World Models

Robbyant Team, Zelin Gao, Qiuyu Wang +21

We present LingBot-World, an open-sourced world simulator stemming from video generation. Positioned as a top-tier world model, LingBot-World offers the following features. (1) It…

cs.CV2025

The World is Your Canvas: Painting Promptable Events with Reference Images, Trajectories, and Text

Hanlin Wang, Hao Ouyang, Qiuyu Wang +12

We present WorldCanvas, a framework for promptable world events that enables rich, user-directed simulation by combining text, trajectories, and reference images. Unlike text-only…

cs.CV2025

HoloCine: Holistic Generation of Cinematic Multi-Shot Long Video Narratives

Yihao Meng, Hao Ouyang, Yue Yu +9

State-of-the-art text-to-video models excel at generating isolated clips but fall short of creating the coherent, multi-shot narratives, which are the essence of storytelling. We b…

cs.CV2025

Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset

Qingyan Bai, Qiuyu Wang, Hao Ouyang +10

Instruction-based video editing promises to democratize content creation, yet its progress is severely hampered by the scarcity of large-scale, high-quality training data. We intro…

cs.CV2025

AniDoc: Animation Creation Made Easier

Yihao Meng, Hao Ouyang, Hanlin Wang +6

The production of 2D animation follows an industry-standard workflow, encompassing four essential stages: character design, keyframe animation, in-betweening, and coloring. Our res…

cs.CV2024

LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis

Hanlin Wang, Hao Ouyang, Qiuyu Wang +5

The intuitive nature of drag-based interaction has led to its growing adoption for controlling object trajectories in image-to-video synthesis. Still, existing methods that perform…