Research

Follow-Your-Shape: Shape-aware image editing via trajectory-guided region control
Zeqian Long†, Mingzhe Zheng†, Kunyu Feng†, Xinhua Zhang, Hongyu Liu, Harry Yang, Linfeng Zhang, Qifeng Chen, Yue Ma
The Fourteenth International Conference on Learning Representations (ICLR) 2026
A training-free, mask-free image editing framework that can be applied to any RF-based image generative models, enabling large-scale, precise, and flexible shape editing.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation
Zeqian Long†, Ozgur Kara†, Haotian Xue†, Yongxin Chen, James M. Rehg
Under Review 2026
An image immunization framework that protects images against unauthorized dual-stream image-to-video generation, preventing illicit video synthesis from protected content.