Comment by cbcase

Both Kaldi[1] and CMU Sphinx[2] are high-quality open source speech systems. I know for a fact that Kaldi includes support for DNN acoustic models (I'm less familiar with Sphinx).

[1] http://kaldi.sourceforge.net/ [2] http://cmusphinx.sourceforge.net/