How to tell whether an image has a low gamma (Finding out imaging system tone map)
You should take a photograph of an object with known color values, such as Macbeth chart:



By using the lowest row of grayscale colors, you will be able to find out the tone-mapping (sometimes incorrectly called gamma) of your imaging system.