Digitization of pathological slides has allowed advances in quantification of in-situ cell morphology and tissue microenvironment spatial interactions. Using serially sectioned histological slides, image registration, cell detection, and deep learning, we create 3D maps of tissue at cm-scale with micron and single cell resolution