Nature Communications, Published online: 20 August 2026; doi:10.1038/s41467-026-76973-8 The authors present self-supervised Scanning Probe microscopy Image DEnoising and Restoration (SPIDER), a deep learning framework that denoises scanning probe microscopy images, enabling imaging acceleration and anisotropic resolution restoration.