Bidirectional Attention-Gated Motion Injection for Frame Interpolation

We propose Bi-AGMI (Bidirectional Attention-Gated Motion Injection), a lightweight dual-path motion fusion framework for frame interpolation. By sequentially connecting the forward and backward denoising paths via latent flipping and cross-injecting attention features, our method improves temporal consistency and reduces motion artifacts, while maintaining the efficiency of diffusion-based pipelines.

In 2025 IEEE 14th Global Conference on Consumer Electronics