 This paper reviews several metrics commonly used in polyphonic sound event detection systems. These metrics include segment-based and event-based definitions, as well as instance-based and class-based averaging. A toolbox containing implementations of these metrics is also provided. This article was authored by Anna Maria Messaris, Tony Hytola, and Tuomas Vertanen.