Recovering the camera response
Method 1
Carefully model every step in the pipeline
measure aperture, model film, digitizer, etc.
this is *really* hard to get right
Method 2
Calibrate (estimate) the response function
Image several objects with known radiance
Measure the pixel values
Fit a function
Find the inverse:           maps pixel intensity to radiance