By splitting image frequency components across local and global attention paths, you can generate finer image details without the quadratic cost of full global attention—achieving better quality at lower computational cost.
SpecSlot is a pixel-space image generation model that separates low-frequency and high-frequency image details into different processing paths. Low-frequency information uses global attention for context, while high-frequency details are processed locally, reducing computational cost while maintaining image quality.