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Overview of LifeCLEF 2021: an evaluation of Machine-Learning based Species Identification and Species Distribution Prediction
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Joly, Alexis; Goëau, Hervé; Kahl, Stefan; Picek, Lukáš; Lorieul, Titouan; Cole, Elijah; Deneu, Benjamin; Servajean, Maximilien; Durso, Andrew; Bolon, Isabelle; Glotin, Hervé; Planqué, Robert; de Castañeda, Rafael Ruiz; Vellinga, Willem-Pier; Klinck, Holger; Denton, Tom; Eggel, Ivan; Bonnet, Pierre; Müller, Henning
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In: Experimental IR Meets Multilinguality, Multimodality, and Interaction ; https://hal.inria.fr/hal-03415990 ; K. Selçuk Candan; Bogdan Ionescu; Lorraine Goeuriot; Birger Larsen; Henning Müller; Alexis Joly; Maria Maistro; Florina Piroi; Guglielmo Faggioli; Nicola Ferro. Experimental IR Meets Multilinguality, Multimodality, and Interaction, 12880, Springer International Publishing, pp.371-393, 2021, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-85251-1_24⟩ (2021)
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Abstract:
International audience ; Building accurate knowledge of the identity, the geographic distribution and the evolution of species is essential for the sustainable development of humanity, as well as for biodiversity conservation. However, the difficulty of identifying plants and animals is hindering the aggregation of new data and knowledge. Identifying and naming living plants or animals is almost impossible for the general public and is often difficult even for professionals and naturalists. Bridging this gap is a key step towards enabling effective biodiversity monitoring systems. The LifeCLEF campaign, presented in this paper, has been promoting and evaluating advances in this domain since 2011. The 2021 edition proposes four data-oriented challenges related to the identification and prediction of biodiversity: (i) PlantCLEF: cross-domain plant identification based on herbarium sheets, (ii) BirdCLEF: bird species recognition in audio soundscapes, (iii) GeoLifeCLEF: remote sensing based prediction of species, and (iv) SnakeCLEF: Automatic Snake Species Identification with Country-Level Focus.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-MM]Computer Science [cs]/Multimedia [cs.MM]; [INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation; [SDE.BE]Environmental Sciences/Biodiversity and Ecology; [SDE.ES]Environmental Sciences/Environmental and Society; Species Distribution Prediction; Species Identification
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URL: https://hal.inria.fr/hal-03415990/document
https://hal.inria.fr/hal-03415990/file/Lifeclef2021.pdf
https://hal.inria.fr/hal-03415990
https://doi.org/10.1007/978-3-030-85251-1_24
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Detection of Hate Speech Spreaders using Convolutional Neural Networks
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The IR Task at the CLEF eHealth evaluation lab 2016: User-centred health information retrieval
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Question Answering over Linked Data (QALD-4)
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In: Working Notes for CLEF 2014 Conference ; https://hal.inria.fr/hal-01086472 ; Working Notes for CLEF 2014 Conference, Sep 2014, Sheffield, United Kingdom (2014)
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Information Access Evaluation meets Multilinguality, Multimodality, and Visual
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In: http://sigir.org/forum/2012D/p029.pdf (2012)
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Information Access Evaluation meets Multilinguality, Multimodality, and Visual
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In: http://wwwhome.cs.utwente.nl/~hiemstra/papers/sigirforum12.pdf (2012)
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GeoCLEF 2008: The CLEF 2008 Cross-Language Geographic Information Retrieval Track Overview
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In: http://www.clef-campaign.org/2008/working_notes/GeoCLEF-2008-overview-notebook-paperWNfinal.pdf (2008)
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From CLEF to TrebleCLEF: the Evolution of the Cross-Language Evaluation Forum
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In: http://www.mt-archive.info/NTCIR-2008-Ferro.pdf (2008)
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CLEF: Ongoing Activities and Plans for the Future
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In: http://www.mt-archive.info/NTCIR-2007-Agosti.pdf (2007)
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University of Padua at CLEF 2002: Experiments to evaluate a statistical stemming algorithm
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In: http://www.clef-campaign.org/workshop2002/WN/20.pdf
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Performance evaluation. General Terms
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In: http://www.clef-campaign.org/2007/working_notes/dinunzioCLEF2007.pdf
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From CLEF to TrebleCLEF: promoting Technology Transfer for Multilingual Information Retrieval
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In: http://dis.shef.ac.uk/mark/publications/my_papers/DELOS_CLEFtoTrebleCLEF_20071116-d.pdf
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Xie: GeoCLEF 2007: the CLEF 2007 Cross-Language Geographic Infor¬ma¬tion Retrie¬val Track Overview
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In: http://www.clef-campaign.org/2007/working_notes/mandlCLEF2007_Geo_Overview.pdf
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Xie: GeoCLEF 2007: the CLEF 2007 Cross-Language Geographic Infor¬ma¬tion Retrie¬val Track Overview
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In: http://www.linguateca.pt/Diana/download/MandletalGeoCLEF2007WN.pdf
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REPORT CLEF 15th Birthday: Past, Present, and Future
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In: http://sigir.org/files/forum/2014D/p031.pdf
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Performance evaluation. General Terms
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In: http://www.clef-campaign.org/2006/working_notes/workingnotes2006/dinunzioOCLEF2006.pdf
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Additional Keywords and Phrases
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In: http://www.clef-campaign.org/2005/working_notes/workingnotes2005/dinunzio05.pdf
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