The invention is based on the discovery of hyperspectral imaging-based methods that enable effective, efficient and non-invasive detection and characterization of ionizing radiation exposure in tissue. Methods of the invention allow for complete visualization and quantification of oxygenation and perfusion changes in irradiated skin. The invention enables rapid identification of individuals exposed to ionizing radiation after a radiological attack or accident. Methods of the invention can offer quantitative metrics to identify people exposed to higher doses of ionizing radiation well before the appearance of any dermal injury and permit appropriate triage to healthcare facilities.