[Paper](https://arxiv.org/abs/2210.00939)  
[Self-attention Guidance](../api/pipelines/self_attention_guidance) improves the general quality of images.  
SAG provides guidance from predictions not conditioned on high-frequency details to fully conditioned images. The high frequency details are extracted out of the UNet self-attention maps.