High dimensional data in histology is collected using sophisticated imaging techniques and computational tools. Methods like [[confocal microscopy]], [[digital pathology]], and [[mass cytometry]] are employed to gather detailed images and quantitative data. These technologies can capture various aspects of tissue architecture and cellular functions, resulting in complex multi-layered data sets.