CNNs can be utilized for low-SNR signal detection problems. We used a custom CNN trained on noisy spectrograms to detect events in RF signal data. The network has an impressive capability of detecting signals below the noise floor without knowing the start or stop time/frequency, which is difficult using traditional signal detection techniques.
We created an introductory lab for the NVIDIA QwikLabs site. Go check it out!