BudgetPix: Compute-Adaptive Tokenization for Pixel-Space Image Diffusion
BudgetPix introduces an adaptive tokenization framework that dynamically allocates computational budget for pixel-space image diffusion models based on visual complexity and layout. It uses an entropy-guided quadtree to decide which image details get tokens, allowing models to run at 25% or more of the original compute while maintaining high quality.