Li-Huan Liu

A Physics-Guided Generative Diffusion Model for Super-Resolution AFM of Trap Dynamic Behavior.

Atomic force microscopy (AFM) offers nanoscale insights into material properties, yet its intrinsic speed-resolution trade-off severely restricts the observation of dynamic processes. Although deep learning-based super-resolution holds promise, existing models often fail on experimental data due to a "paradigm mismatch...