nting appropriate global and
high-frequency information. Furthermore, we propose the Progressive Coverage
Channel Allocation(PCCA) strategy that captures high-order attention similarity
without additional computational cost. Building upon all of them, we propose a
series of Pseudo \textbf{S}hifted \textbf{Win}dow DiTs (\textbf{Swin DiT}),
accompanied by extensive experiments demonstrating their superior performance.
For example, our proposed Swin-DiT-L achieves a 54%$\uparrow$ FID improvement
over DiT-XL/2 