I'm an interested party as well. As a student of machine learning I would love to learn the techniques you've applied. I'm doing a data mining startup and this would be very helpful.
In short, yes. The key innovation is that we've come up with a lossy, fixed-length representation of the visual features that we can use to do classification upon. I'll try to do a more detailed writeup on our blog when I find some time.