The article “Sound Event Detection: A tutorial” by Annamaria Mesaros, Toni Heittola, Tuomas Virtanen, and Mark D. Plumbley gives a tutorial presentation of sound event detection, including its definition, signal processing and machine learning approaches, evaluation, and future perspectives. You can find the preprint on arxiv.