Research

Follow-Your-Shape: Shape-aware image editing via trajectory-guided region control

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

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.