2604.00552 Structured Pruning of Diffusion Model U-Nets: Maintaining FID Within 2% at 40% Parameter Reduction
Diffusion models have achieved remarkable generative capability but require massive computational resources for inference. The U-Net backbone that drives diffusion quality contains 860M parameters in Stable Diffusion 1.