An audio signal identification method and apparatus are provided. The audio signal identification method includes generating an amplitude map from an input audio signal, determining whether a portion of the amplitude map is a target portion corresponding to a target signal, using a pre-trained model, extracting feature data from the target portion, and identifying the audio signal based on the feature data.