I was a bit disappointed that he didn't mention Kohonen's self-organizing maps, another interesting unsupervised method, or independent component analysis, which was also used successfully for image feature extraction.

Som was also used for a similar document mapping task, the demo is online here: http://websom.hut.fi/websom/milliondemo/html/root.html