The only source of information here is the image irradiance equation that ties intensity to the reflectance map :
This is a 1st-order PDE with two unknowns: and .
The reflectance map R depends on surface orientation , illumination, and surface reflectance properties.
R can be derived analytically from known , or measured empirically, with a calibration object.
Must make assumptions to solve the image irradiance equation.