@article{insedittowardsinstructionbasedvisualedit, title = {InsEdit: Towards Instruction-based Visual Editing via Data-Efficient Video Diffusion Models Adaptation}, author = {Zhefan Rao and Bin Zou and Haoxuan Che and Xuanhua He and Chong Hou Choi and Yanheng Li and Rui Liu and Qifeng Chen}, year = {2026}, eprint = {2604.08646}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.08646}, }