Contrast agents are substances used in medical imaging to enhance the visibility of structures or fluids within the body, providing clearer differentiation between tissues and improving the diagnostic accuracy of imaging techniques. They are crucial in modalities like MRI, CT, and X-ray, where they help to highlight specific areas of interest, such as blood vessels, organs, or tumors, by altering the contrast of the images produced.