Sound classification under fairly well-controlled conditions could be very different from a real world streetcorner situation, where sound can bounce off surfaces and generate different signals depending on direction and distance of origin relative to the collecting microphone. High-quality omni-directional microphones can be expensive and I imagine there would be theft concerns if they used really good ones.