Abstract Thermal infrared imaging is physically well-suited to industrial anomaly detection. However, calibrated thermal cameras cost thousands of dollars per device, making it inaccessible for most industrial environments. In this paper, this barrier is directly addressed. Under the assumption of thermal equilibrium and Lambertian surface conditions, Kirchhoff’s law of thermal radiation implies that thermal emissivity and optical reflectance are complementary quantities.