SAT: shift alignment transformer for video denoising without flow estimation.

Results indicate that the proposed SAT provides an effective and practical solution for long-range spatiotemporal modeling in video denoising, offering a robust alternative to explicit motion estimation and fixed-window Transformer architectures.