Can colors be detected using Neural Nets?
Normally color spaces are not considered to be one dimensional.

Given three types of human cone cells, the most natural approach is probably not to use a single but three neurons. If color input is encoded as RGB values, then one neuron would be for red, one for green, and one for the blue channel.