Frame Interpolation Transformer and Uncertainty Guidance

We propose a transformer-based VFI architecture that processes both source and target frames in a unified framework and compensates motion through a tightly integrated optical flow estimation and cross-backward warping. Our model improves over the current state-of-the-art as supported by our extensive quantitative experiments and a user study.