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A global assessment of BirdNET performance: Differences among continents, biomes, and species

Recent advances in machine learning have accelerated automated species detection across diverse ecological domains, enabling large-scale, non-invasive monitoring of biodiversity. In ornithological research, the combination of passive acoustic monitoring (PAM) and rapidly-developing novel identificat...

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Principais autores: David Funosas, Esther Sebastián-González, Jon Morant, Oscar H. Marín Gómez, Irene Mendoza, Miguel A. Mohedano-Muñoz, Eduardo Santamaría, Giulia Bastianelli, Alba Márquez-Rodríguez, Michał Budka, Gerard Bota, Cristina D. Alonso-Moya, José M. de la Peña-Rubio, Eladio L. García de la Morena, Manu Santa-Cruz, Pablo de la Nava, Mario Fernández-Tizón, Hugo Sánchez-Mateos, Adrián Barrero, Juan Traba, Tomasz S. Osiejuk, Patrick J. Hart, Amanda K. Navine, Andrés F. Montoya Muñoz, Carlos B. de Araújo, Gabriel L.M. Rosa, Ingrid M.D. Torres, Ana L.C. Catalano, Cassio Rachid Simões, Diego Llusia, Manuel B. Morales, Pablo Acebes, Juan A. Medina, Nicholas Brown, Christos Astaras, Ilias Karmiris, Elizabeth Navarrete, Maxime Cauchoix, Luc Barbaro, Dominik Arend, Sandra Müeller, Fernando González-García, Alberto González-Romero, Christos Mammides, Michaelangelo Pontikis, Giordano Jacuzzi, Julian D. Olden, Sara P. Bombaci, Gabriel Marcacci, Alain Jacot, Juan P. Zurano, Elena Gangenova, Diego Varela, Facundo Di Sallo, Gustavo A. Zurita, Andrey Atemasov, Junior A. Tremblay, Vincent Lamarre, Anja Hutschenreiter, Alan Monroy-Ojeda, Mauricio Díaz-Vallejo, Sergio Chaparro-Herrera, Robert A. Briers, Renata Sousa-Lima, Thiago Pinheiro, Wigna C. Da Silva, Alice Calvente, Raiane V. Paz, Carlos Salustio-Gomes, Dorgival D. Oliveira-Júnior, Cicero S. lima-Santos, Mauro Pichorim, Anamaria Dal Molin, Alexandre Antonelli, Svetlana Gogoleva, Igor Palko, Hiếu V. Trong, Marina H.L. Duarte, Natalia dos Santos Saturnino, Samuel R. Silva, Ana Rainho, Paula Lopes, Karl-L. Schuchmann, Marinêz I. Marques, Ana S. de Oliverira Tissiani, Nick A. Littlewood, Mao-Ning Tuanmu, Sebastian Kepfer-Rojas, Andrea L. Aguilera, Lluís Brotons, Mariano J. Feldman, Louis Imbeau, Pooja Panwar, Aaron S. Weed, Anant Dehwal, Alfredo Attisano, Jörn Theuerkauf, Eben Goodale, Kevin F.A. Darras, Cristian Pérez-Granados
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2026-01-01
Colecção:Ecological Indicators
Assuntos:
Passive acoustic monitoring
Bird communities
BirdNET
Deep learning
Automated detection
Confidence threshold
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S1470160X25014827
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