activity
20242026
most citedMiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions

2 citations · 4 across the 12 of their papers we have counts for

collaborators

12 papers

cs.CV2026

Talk2Move: Reinforcement Learning for Text-Instructed Object-Level Geometric Transformation in Scenes

Jing Tan, Zhaoyang Zhang, Yantao Shen +6

We introduce Talk2Move, a reinforcement learning (RL) based diffusion framework for text-instructed spatial transformation of objects within scenes. Spatially manipulating objects…

cs.CV2025

IC-Custom: Diverse Image Customization via In-Context Learning

Yaowei Li, Xiaoyu Li, Zhaoyang Zhang +11

Image customization, a crucial technique for industrial media production, aims to generate content that is consistent with reference images. However, current approaches conventiona…

cs.CV2025

FlexiAct: Towards Flexible Action Control in Heterogeneous Scenarios

Shiyi Zhang, Junhao Zhuang, Zhaoyang Zhang +2

Action customization involves generating videos where the subject performs actions dictated by input control signals. Current methods use pose-guided or global motion customization…

cs.CV2025

Cobra: Efficient Line Art COlorization with BRoAder References

Junhao Zhuang, Lingen Li, Xuan Ju +3

The comic production industry requires reference-based line art colorization with high accuracy, efficiency, contextual consistency, and flexible control. A comic page often involv…

cs.CV2025

BlobCtrl: Taming Controllable Blob for Element-level Image Editing

Yaowei Li, Lingen Li, Zhaoyang Zhang +6

As user expectations for image editing continue to rise, the demand for flexible, fine-grained manipulation of specific visual elements presents a challenge for current diffusion-b…

cs.CV2024

Consistent Human Image and Video Generation with Spatially Conditioned Diffusion

Mingdeng Cao, Chong Mou, Ziyang Yuan +4

Consistent human-centric image and video synthesis aims to generate images or videos with new poses while preserving appearance consistency with a given reference image, which is c…

cs.CV2024

DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation

Minghong Cai, Xiaodong Cun, Xiaoyu Li +5

Sora-like video generation models have achieved remarkable progress with a Multi-Modal Diffusion Transformer MM-DiT architecture. However, the current video generation models predo…

cs.CV2024★ 1 cited

ColorFlow: Retrieval-Augmented Image Sequence Colorization

Junhao Zhuang, Xuan Ju, Zhaoyang Zhang +4

Automatic black-and-white image sequence colorization while preserving character and object identity (ID) is a complex task with significant market demand, such as in cartoon or co…

cs.CV2024

Image Inpainting Models are Effective Tools for Instruction-guided Image Editing

Xuan Ju, Junhao Zhuang, Zhaoyang Zhang +3

This is the technique report for the winning solution of the CVPR2024 GenAI Media Generation Challenge Workshop's Instruction-guided Image Editing track. Instruction-guided image e…

cs.CV2024★ 2 cited

MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions

Xuan Ju, Yiming Gao, Zhaoyang Zhang +6

Sora's high-motion intensity and long consistent videos have significantly impacted the field of video generation, attracting unprecedented attention. However, existing publicly av…

cs.CV2024

Image Conductor: Precision Control for Interactive Video Synthesis

Yaowei Li, Xintao Wang, Zhaoyang Zhang +5

Filmmaking and animation production often require sophisticated techniques for coordinating camera transitions and object movements, typically involving labor-intensive real-world…

cs.CV2024★ 1 cited

ReVideo: Remake a Video with Motion and Content Control

Chong Mou, Mingdeng Cao, Xintao Wang +3

Despite significant advancements in video generation and editing using diffusion models, achieving accurate and localized video editing remains a substantial challenge. Additionall…