Just read a paper, Pattern Recognition by Hierarchical Temporal Memory, from Dr. Davide Maltoni. It is a very impressive extension of the work I did as part of my PhD thesis. The paper does a rigorous performance comparison of HTM networks against other techniques on a variety of datasets. I am also really happy to see the Pictures data set that I had developed being used here as a benchmark.
You can download the full paper here.