Changing camera and image properties to calibrate a camera
You should not experience any major drawbacks. 
Generally such techniques utilize adaptive thresholds and rely on gradient orientations (especially normalized ones), which are intrinsically invariant to uniform illumination and contrast changes. In other words, brightness changes will not effect your subpixel positions, if you are using an appropriate corner detection algorithm.