I used blob recognition with AForge.NET; it worked very well for me, demonstrated amazing performance and accuracy. Please see:
http://en.wikipedia.org/wiki/AForge.NET[
^],
http://www.aforgenet.com/[
^].
For blob recognition, there is a demo application which you will find after you download all the source code. Adding features to it was easy. Typically, you would need to perform some other transformations to the image before recognition. First of all, I would recommend to increase contrast to maximum. In some cases, you need to perform color transformations, if the features you need should be recognized by subtly different color. And so on…
—SA