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Overview of BirdCLEF 2023: Automated bird species identification in Eastern Africa

Kahl Stefan, Denton Tom, Klinck Holger, Reers Hendrik, Cherutich Francis, Glotin Hervé, Goeau Hervé, Vellinga Willem-Pier, Planqué Robert, Joly Alexis. 2023. Overview of BirdCLEF 2023: Automated bird species identification in Eastern Africa. In : Working notes of the Conference and Labs of the Evaluation Forum (CLEF 2023). Aliannejadi Mohammad (ed.), Faggiolo Guglielmo (ed.), Ferro Nicola (ed.), Vlachos Michalis (ed.). Aachen : CEUR-WS, 1934-1942. (CEUR Workshop Proceedings, 3497, 3497) Conference and Labs of the Evaluation Forum (CLEF-WN 2023). 24, Thessaloniki, Grèce, 18 Septembre 2023/21 Septembre 2023.

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Résumé : The BirdCLEF 2023 challenge focused on bird species classification in a dataset of Kenyan soundscape recordings. Kenya is home to over 1,000 species of birds, covering a wide range of ecosystems, from the savannahs of the Maasai Mara to the Kakamega rainforest, and even alpine regions on Kilimanjaro and Mount Kenya. Tracking this vast number of species with ML can be challenging, especially with minimal training data available for many species. This year the competition switched back to threshold-free evaluation metric, and introduced a two-hour time limit on inference to ensure the practical usability of models.

Mots-clés libres : LifeCLEF, Bird, Song, Call, Species, Retrieval, Audio, Collection, Identification, Fine-grained classification, Evaluation, Benchmark, Bioacoustics, Passive Acoustic Monitoring

Auteurs et affiliations

  • Kahl Stefan, Cornell University (USA) - auteur correspondant
  • Denton Tom, Google LLC (USA)
  • Klinck Holger, Cornell University (USA)
  • Reers Hendrik, OekoFor GbR (DEU)
  • Cherutich Francis
  • Glotin Hervé, Université de Toulon et du Var (FRA)
  • Goeau Hervé, CIRAD-BIOS-UMR AMAP (FRA)
  • Vellinga Willem-Pier, Xeno-canto foundation (NLD)
  • Planqué Robert, Xeno-canto foundation (NLD)
  • Joly Alexis, INRIA (FRA)

Source : Cirad-Agritrop (https://agritrop.cirad.fr/611094/)

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