activity
20242026
most citedMagicQuill: An Intelligent Interactive Image Editing System

1 citations · 1 across the 10 of their papers we have counts for

collaborators

11 papers

cs.CV2026

WorldMemBench: A Comprehensive Benchmark for Memory of Video World Models

Nan Zhou, Jianxiong Gao, Qiuyu Wang +10

As video models enable longer and more realistic interactive experiences, maintaining a world consistent with its history becomes essential. This requires both preserving previousl…

cs.CV2026

CameraAnything: Refilming Videos with Arbitrary Camera Control

Yixuan Li, Yanhong Zeng, Ka Leong Cheng +11

We introduce CameraAnything, the first unified framework for camera controlled video editing that enables joint control of both intrinsic and extrinsic camera parameters. Existing…

cs.CV2026

WorldDirector: Building Controllable World Simulators with Persistent Dynamic Memory

Hanlin Wang, Hao Ouyang, Qiuyu Wang +10

We present WorldDirector, a highly controllable video world model framework designed for persistent dynamic object memory and unrestricted viewpoint exploration. Unlike existing wo…

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

MagicQuillV2: Precise and Interactive Image Editing with Layered Visual Cues

Zichen Liu, Yue Yu, Hao Ouyang +11

We propose MagicQuill V2, a novel system that introduces a \textbf{layered composition} paradigm to generative image editing, bridging the gap between the semantic power of diffusi…

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.CL2025

Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models

Wen Wang, Bozhen Fang, Chenchen Jing +6

Diffusion large language models (dLLMs) generate text through iterative denoising, yet current decoding strategies discard rich intermediate predictions in favor of the final outpu…

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…

cs.CV2024★ 1 cited

MagicQuill: An Intelligent Interactive Image Editing System

Zichen Liu, Yue Yu, Hao Ouyang +6

Image editing involves a variety of complex tasks and requires efficient and precise manipulation techniques. In this paper, we present MagicQuill, an integrated image editing syst…