Foveated Diffusion: Efficient Image/Video Generation Inspired by Human Vision

CSProfKGD · x · 2026-08-26

Introduces Foveated Diffusion, a new approach for efficient diffusion-based generation. It addresses the quadratic scaling of attention in DiTs by allocating compute only where it matters most, mimicking the human visual system to generate high-resolution pixels only in the foveal region.

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