Convert negative image to positive

I have old negative films I have scanned onto my computer. I want to write a small program to convert the negative Images to its positive state.

I know there are several image editor applications out there which I can use to achieve this conversion, but I am researching on how to manipulate the pixels to convert them myself via a small app.

Can anyone give me a head start on this? Sample code if possible will also be much appreciated.