Lin-Yan Xu

An AFM DNA image-segmentation method based on random height mapping and a Sobel-guided attention module

Results indicate that combining imaging-aware height-to-color encoding with training-time randomized mapping and lightweight, gradient-guided reweighting of skip features offers a practical route to robust and stable AFM–DNA segmentation, with potential transferability to other AFM image-analysis tasks.