European woodpecker species can be identified from their drumming sounds.
Not all bird sounds respond well to state-of-the-art classification techniques.
Temporal acoustic features specific to drumming were implemented.
87.2% of 2665 drumming rolls were correctly classified using k-NN.
This opens new avenues for the monitoring of woodpeckers in the wild.