I've covered several scientific packages in this space that generate nice graphical representations of your data and work, but I've not gone in the other direction much. So in this article, I cover a ...

ImageJ/Fiji is a highly flexible freeware image processing and analysis tool from NIH. Available as standard ImageJ or the advanced Fiji version, which includes additional commonly used plugins.