• Domain-specific neural networks improve automated bird sound recognition already with small amount of local data 

      Lauha, Patrik; Somervuo, Panu; Lehikoinen, Petteri; Geres, Lisa; Richter, Tobias; Seibold, Sebastian; Ovaskainen, Otso (Peer reviewed; Journal article, 2022)
      An automatic bird sound recognition system is a useful tool for collecting data of different bird species for ecological analysis. Together with autonomous recording units (ARUs), such a system provides a possibility to ...
    • A Successful Crowdsourcing Approach for Bird Sound Classification 

      Lehikoinen, Petteri; Rannisto, Meeri; Camargo, Ulisses; Aintila, Aki; Lauha, Patrik; Piirainen, Esko; Somervuo, Panu; Ovaskainen, Otso Tapio (Peer reviewed; Journal article, 2023)
      Automated recorders are increasingly used in remote sensing of wildlife, yet automated methods of processing the audio remains challenging. Identifying animal sounds with machine learning provides a solution, but optimizing ...