BM-Edit: Background retention and motion consistency for zero-shot video editing

Xiang Lv, Mingwen Shao, Yecong Wan, Yue Ma, Yuanshuo Cheng, Lingzhuang Meng

Abstract: Highlights•A novel BM-Edit framework for zero-shot video editing is introduced.•Propose an uncertainty-guided background retention mechanism with progressive fuzzy mask strategy for dynamic control background region.•Utilize Mahalanobis distance and Inter-frame difference to maintain motion consistency.•Outperform existing state-of-the-art methods in background retention and motion consistency.