@article{omniinsertmaskfreevideoinsertionofanyref, title = {OmniInsert: Mask-Free Video Insertion of Any Reference via Diffusion Transformer Models}, author = {Jinshu Chen and Xinghui Li and Xu Bai and Tianxiang Ma and Pengze Zhang and Zhuowei Chen and Gen Li and Lijie Liu and Songtao Zhao and Bingchuan Li and Qian He}, year = {2025}, eprint = {2509.17627}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.17627}, }