Pierre Bonnet
Publications
Publications
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Overview of PlantCLEF 2025: Multi-species plant identification in vegetation quadrat imagesConference and Labs of the Evaluation Forum (CLEF 2025), Sep 2025, Madrid, Spain. pp.2942-2954 |
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Overview of PlantCLEF 2025: Multi-Species Plant Identification in Vegetation Quadrat Images ⋆ Notebook for the LifeCLEF Lab at CLEF 2025CLEF 2025 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2025, Madrid, Spain. pp.2942-2954 |
LifeCLEF 2025 Teaser: Challenges on Species Presence Prediction and Identification, and Individual Animal Identification47. European Conference on Information Retrieval - ECIR 2025, Apr 2025, Lucca, Italy. pp.373-381, ⟨10.1007/978-3-031-88720-8_57⟩ |
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Mapping biodiversity at very-high resolution in EuropeCVPRW 2025 - IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, IEEE; CVF, Jun 2025, Nashville, United States. pp.2340-2349, ⟨10.1109/CVPRW67362.2025.00221⟩ |
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Overview of GeoLifeCLEF 2025: Plant Species Presence Prediction with Environmental and High-resolution Remote Sensing DataCLEF 2025 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2025, Madrid, Spain. pp.2932-2941 |
Can Language Improve Visual Features For Distinguishing Unseen Plant Diseases?ICPR 2024 - 27th International Conference on Pattern Recognition, Dec 2024, Kolkata, India. pp.296-311, ⟨10.1007/978-3-031-78113-1_20⟩ |
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Deep-Plant-Disease Dataset Is All You Need for Plant Disease Identification33rd ACM International Conference on Multimedia (ACM MM 2025), Association for Computing Machinery (ACM), Oct 2025, Dublin, Ireland. pp.12578-12584, ⟨10.1145/3746027.3758192⟩ |
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GeoPlant: Spatial Plant Species Prediction Dataset38. Conference on Neural Information Processing Systems, NeurIPS 2024, Dec 2024, Vancouver, Canada |
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Overview of GeoLifeCLEF 2024: Species Composition Prediction with High Spatial Resolution at Continental Scale using Remote Sensing15. Conference and Labs of the Evaluation Forum (CLEF 2024), Sep 2024, Grenoble, France. pp.1966-1977 |
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Pl@ntBERT: leveraging large language models to enhance vegetation classification through species composition analysis7. European Congress of Conservation Biology (ECCB 2024), SCB, Jun 2024, Bologna, Italy. pp.121 |
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Overview of PlantCLEF 2024: multi-species plant identification in vegetation plot images15. Conference and Labs of the Evaluation Forum (CLEF 2024), Guglielmo Faggioli; Nicola Ferro; Petra Galuščáková; Alba García Seco de Herrera, Sep 2024, Grenoble, France. pp.1978-1988 |
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Overview of LifeCLEF 2024 Teaser : Challenges on Species Distribution Prediction and IdentificationECIR 2024 - 46. European Conference on Information Retrieval, Mar 2024, Glasgow, United Kingdom. pp.19-27, ⟨10.1007/978-3-031-56072-9_3⟩ |
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Cooperative learning of Pl@ntNet’s Artificial Intelligence algorithm using label aggregation55. Journées de Statistique de la SFdS (JdS 2024), Société Française de Statistique, May 2024, Bordeaux, France. pp.35-44 |
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Overview of LifeCLEF 2024: Challenges on Species Distribution Prediction and Identification15. Conference and Labs of the Evaluation Forum (CLEF 2024), Sep 2024, Grenoble, France. pp.183-207, ⟨10.1007/978-3-031-71908-0_9⟩ |
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Pairwise Feature Learning for Unseen Plant Disease RecognitionICIP 2023 - 30. IEEE International Conference on Image Processing, Thie Institute of Electrical and Electronics Engineers; Signal Processing Society, Oct 2023, Kuala Lumpur, Malaysia. pp.306-310, ⟨10.1109/ICIP49359.2023.10222401⟩ |
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LifeCLEF 2023 teaser: Species Identification and Prediction ChallengesECIR 2023 - 45. European Conference on Information Retrieval, Jaap Kamps; Lorraine Goeuriot; Fabio Crestani; Maria Maistro; Hideo Joho; Brian Davis; Cathal Gurrin; Udo Kruschwitz; Annalina Caputo, Apr 2023, Dublin, Ireland. pp.568-576, ⟨10.1007/978-3-031-28241-6_65⟩ |
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Overview of GeoLifeCLEF 2023: Species Composition Prediction with High Spatial Resolution at Continental Scale Using Remote Sensing24. Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Sep 2023, Thessaloniki, Greece. pp.1954-1971 |
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Overview of PlantCLEF 2023: Image-based Plant Identification at Global Scale24. Conference and Labs of the Evaluation Forum (CLEF-WN 2023), Mohammad Aliannejadi; Guglielmo Faggioli; Nicola Ferro; Michalis Vlachos, Sep 2023, Thessaloniki, Greece. pp.1972-1981 |
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Overview of LifeCLEF 2022: An Evaluation of Machine-Learning Based Species Identification and Species Distribution PredictionCLEF 2022 - 13. International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2022, Bologna, Italy. pp.257-285, ⟨10.1007/978-3-031-13643-6_19⟩ |
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Overview of PlantCLEF 2022: Image-based plant identification at global scaleCLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Sep 2022, Bologna, Italy. pp.1916-1928 |
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Species Distribution Modeling based on aerial images and environmental features with Convolutional Neural NetworksCLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Allan Hanbury; Martin Potthast, Sep 2022, Bologna, Italy. pp.2123-2150 |
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LifeCLEF 2022 Teaser: An Evaluation of Machine-Learning Based Species Identification and Species Distribution PredictionECIR 2022 - 44. European Conference on Information Retrieval Research, Apr 2022, Stavanger, Norway. pp.390-399, ⟨10.1007/978-3-030-99739-7_49⟩ |
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Integrating Citizen Observatories into School Environmental Education for Sustainability: Design and Evaluation of a Case Study Engaging Students with Pl@Ntnet and OdourcollectICERI 2022 - 15. International Conference of Education, Research and Innovation, Nov 2022, Sevilla, Spain. pp.5479-5489, ⟨10.21125/iceri.2022.1345⟩ |
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Overview of GeoLifeCLEF 2022: Predicting species presence from multi-modal remote sensing, bioclimatic and pedologic dataCLEF 2022 Working Notes - 23. Conference and Labs of the Evaluation Forum, Sep 2022, Bologna, Italy. pp.1940-1956 |
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Pl@ntNet-300K : a plant image dataset with high label ambiguity and along tailed distributionConference on Neural Information Processing Systems (NeurIPS 2021), Dec 2021, Virtual, France. pp.1-19 |
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How Do Deep Convolutional SDM Trained on Satellite Images Unravel Vegetation Ecology ?ICPR 2020 - 25th International Conference on Pattern Recognition, Alberto Del Bimbo; Rita Cucchiara; Stan Sclaroff; Giovanni Maria Farinella; Tao Mei; Marco Bertini; Hugo Jair Escalante; Roberto Vezzani, Jan 2021, Online, Italy. pp.148-158, ⟨10.1007/978-3-030-68780-9_15⟩ |
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Pl@ntNet-300K: a plant image dataset with high label ambiguity and a long-tailed distributionNeurIPS 2021 - 35th Conference on Neural Information Processing Systems, Dec 2021, Virtual Conference, France. ⟨10.5281/zenodo.5645731⟩ |
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Overview of PlantCLEF 2021: cross-domain plant identificationCLEF 2021 Working Notes - 22nd Conference and Labs of the Evaluation Forum, Sep 2021, Bucarest, Romania. pp.1422-1436 |
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Overview of LifeCLEF 2021: an evaluation of Machine-Learning based Species Identification and Species Distribution PredictionCLEF 2021 - 12th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2021, Online, France. pp.371-393, ⟨10.1007/978-3-030-85251-1_24⟩ |
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WCSdb: a database of wild Coffea speciesConference of Association for the Science and Information on Coffee (ASIC 2021), ASIC, Jun 2021, Montpellier, France. pp.164 |
WeedElec: a robotic research platform for individual weed detection and selective electrical weeding13. European Conference on Precision Agriculture (ECPA 2021), Jul 2021, Budapest, Hungary. pp.695-702, ⟨10.3920/978-90-8686-916-9_83⟩ |
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Overview of GeoLifeCLEF 2021: Predicting species distribution from 2 million remote sensing imagesCLEF 2021 Working Notes - 22nd Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Alexis Joly; Maria Maistro; Florina Piroi, Sep 2021, Bucarest, Romania. pp.1451-1462, ⟨10.1109/ICPR48806.2021.9412643⟩ |
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LifeCLEF 2021 Teaser: Biodiversity identification and prediction challengesLifeCLEF 2021, Mar 2021, s.l., Switzerland. pp.601-607, ⟨10.1007/978-3-030-72240-1_70⟩ |
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Conditional Multi-Task learning for Plant Disease IdentificationICPR 2020 - 25th International Conference on Pattern Recognition, The International Association for Pattern Recognition (IAPR); ICPR2020 Organizing committee, Jan 2021, Milan, Italy. pp.3320-3327, ⟨10.1109/ICPR48806.2021.9412643⟩ |
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Overview of LifeCLEF location-based species prediction task 2020 (GeoLifeCLEF)CLEF 2020 - Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece |
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Overview of LifeCLEF 2020: A System-Oriented Evaluation of Automated Species Identification and Species Distribution PredictionCLEF 2020 - 11. International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2020, Thessaloniki, Greece. pp.342-363, ⟨10.1007/978-3-030-58219-7_23⟩ |
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LifeCLEF 2020 Teaser: Biodiversity Identification and Prediction ChallengesECIR 2020 - 42nd European Conference on IR Research on Advances in Information Retrieval, Apr 2020, Lisboa, Portugal. pp.542-549, ⟨10.1007/978-3-030-45442-5_70⟩ |
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Overview of LifeCLEF Plant Identification task 2020CLEF 2020 - Conference and Labs of the Evaluation Forum, The CLEF Initiative, Sep 2020, Thessaloniki, Greece |
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Basics of automated plant identificationWorkshop "Automated Forest Restoration: Could Robots Revive Rain Forests?", S. Elliot; G. Gale; M. Robertson, Oct 2015, Chiang Mai, Thailand. pp.158-167 |
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Overview of LifeCLEF plant identification task 2020Conference and Labs of the Evaluation Forum (CLEF 2020), Sep 2020, Thessaloniki, Greece. 15p |
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Domain adaptation in the context of herbarium collections. A submission to PlantCLEF 2020Conference and Labs of the Evaluation Forum (CLEF 2020), Sep 2020, Thessaloniki, Greece. 15 p |
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Overview of GeoLifeCLEF 2019: Plant species prediction using environment and animal occurrencesConference and Labs of the Evaluation Forum (CLEF 2019), Sep 2019, Lugano, Switzerland. 18 p |
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Overview of LifeCLEF 2019: Identification of Amazonian Plants, South & North American Birds, and Niche PredictionCLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.387-401, ⟨10.1007/978-3-030-28577-7_29⟩ |
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Overview of LifeCLEF Plant Identification Task 2019: diving into Data Deficient Tropical CountriesConference and Labs of the Evaluation Forum (CLEF 2019), Linda Cappellato; Nicola Ferro; David E. Losada; Henning Müller, Sep 2019, Lugano, Switzerland |
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Overview of LifeCLEF plant identification task 2019: Diving into data deficient tropical countriesConference and Labs of the Evaluation Forum (CLEF 2019), Sep 2019, Lugano, Switzerland. 13 p |
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Overview of GeoLifeCLEF 2019: plant species prediction using environment and animal occurrencesConference and Labs of the Evaluation Forum (CLEF 2019), Sep 2019, Lugano, Switzerland |
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LifeCLEF 2019: Biodiversity Identification and Prediction ChallengesECIR 2019 - 41st European Conference on IR Research, Apr 2019, Cologne, Germany. pp.275-282, ⟨10.1007/978-3-030-15719-7_37⟩ |
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A new multi-species method to correct for sampling bias in presence only niche models, and its application to Pl@ntNet citizen science data in FranceESA 2019 - Annual Meeting of the Ecological Society of America, Aug 2019, Louisville, United States |
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Overview of GeoLifeCLEF 2018: location-based species recommendationCLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France |
Going deeper in the automated identification of Herbarium specimensBotany - Botanical Crossroads, Jun 2017, Forth Worth, TX, United States |
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Pl@ntNet app in the era of deep learningICLR: International Conference on Learning Representations, Apr 2017, Toulon, France |
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Plant identification based on noisy web data: the amazing performance of deep learning (LifeCLEF 2017)CLEF: Conference and Labs of the Evaluation Forum, Sep 2017, Dublin, Ireland |
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Automated Herbarium Specimen Identification using Deep LearningTDWG 2017: Biodiversity Information Standards, Oct 2017, Ottawa, Canada. pp.e20302, ⟨10.3897/tdwgproceedings.1.20302⟩ |
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LifeCLEF 2017 Lab Overview: Multimedia Species Identification ChallengesCLEF: Conference and Labs of the Evaluation Forum, Sep 2017, Dublin, Ireland. pp.255-274, ⟨10.1007/978-3-319-65813-1_24⟩ |
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Pl@ntNet -My BusinessMM: Multimedia, Oct 2017, Mountain View, United States. pp.1-11 |
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LifeCLEF 2016: Multimedia Life Species Identification ChallengesCLEF 2016 - 7th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2016, Évora, Portugal. pp.286-310, ⟨10.1007/978-3-319-44564-9_26⟩ |
An image-based Plant identification platform for thousands of speciesATBC: Association for Tropical Biology and Conservation, Jun 2016, Montpellier, France |
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Plant Identification in an Open-world (LifeCLEF 2016)CLEF: Conference and Labs of the Evaluation Forum, Sep 2016, Évora, Portugal. pp.428-439 |
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Crowdsourcing Biodiversity Monitoring: How Sharing your Photo Stream can Sustain our PlanetMM 2016 - 24th International Conference on Multimedia, Oct 2016, Amsterdam, Netherlands. pp.958-967, ⟨10.1145/2964284.2976762⟩ |
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Pl@ntNet, une plate-forme innovante d'agrégation et partage d'observations botaniquesInternational Conference ‘Botanists of the Twenty-first Century’, UNESCO, Sep 2014, Paris, France. pp.191-197 |
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LifeCLEF 2015: Multimedia Life Species Identification ChallengesCLEF: Cross-Language Evaluation Forum, Université de Toulouse. FRA., Sep 2015, Toulouse, France. pp.462-483, ⟨10.1007/978-3-319-24027-5_46⟩ |
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LifeCLEF Plant Identification Task 2015CLEF: Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France |
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LifeCLEF: Multimedia Life Species IdentificationEMR: Environmental Multimedia Retrieval, Apr 2014, Glasgow, United Kingdom. pp.7-13 |
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Pl@ntNet Mobile 2014: Android port and new featuresICMR: International Conference on Multimedia Retrieval, Apr 2014, Glasgow, United Kingdom. pp.527-530, ⟨10.1145/2578726.2582618⟩ |
LifeCLEF 2014: Multimedia Life Species Identification ChallengesCLEF: Cross-Language Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.229-249, ⟨10.1007/978-3-319-11382-1_20⟩ |
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PlantNet Participation at LifeCLEF2014 Plant Identification TaskCLEF: Conference and Labs of the Evaluation Forum, Sep 2014, Sheffield, United Kingdom. pp.724-737 |
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LifeCLEF Plant Identification Task 2014CLEF: Conference and Labs of the Evaluation Forum, University of Scheffield. GBR., Sep 2014, Sheffield, United Kingdom. pp.598-615 |
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Fine-grained Visual Faceted SearchMM 2014 - 22nd ACM International Conference on Multimedia, Nov 2014, Orlando, United States. pp.721-722, ⟨10.1145/2647868.2654875⟩ |
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Collaborative validation of visual data through the Pl@ntNet identification systemTDWG 2013 - Annual Conference, Oct 2013, Florence, Italy |
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The ImageCLEF 2013 Plant Identification TaskCLEF, Sep 2013, Valencia, Spain |
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Imageclef 2013: the vision, the data and the open challengesCLEF 2013 - 4th Conference and Labs of the Evaluation Forum : Information Access Evaluation meets Multilinguality, Multimodality, and Visualization, Sep 2013, Valencia, Spain. pp.250-268, ⟨10.1007/978-3-642-40802-1_26⟩ |
The Imageclef Plant Identification Task 2013MAED: Multimedia Analysis for Ecological Data, Oct 2013, Barcelone, Spain. pp.23-28, ⟨10.1145/2509896.2509902⟩ |
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Pl@ntNet Mobile AppMM 2013 - 21st ACM International Conference on Multimedia, Oct 2013, Barcelona, Spain. pp.423-424, ⟨10.1145/2502081.2502251⟩ |
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The ImageCLEF 2012 Plant Identification TaskCLEF'2012: Conference and Labs of the Evaluation Forum, Sep 2012, Rome, Italy |
Multi-Organ Plant IdentificationACM International Workshop on Multimedia Analysis for Ecological Data, Oct 2012, Nara, Japan. pp.41--44 |
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Values, norms and practices in Plant biodiversity-based research and innovation commonsFirst Thematic Conference on "the Knowledge Commons" (2012 IASC), 12-14th september 2012, Louvain-la-neuve, International Association for the Study of the Commons, Sep 2012, Louvain-la-neuve, Belgium |
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The Pl@ntnet project: plant computational identification and collaborative information systemIBC 2011 - XVIII International Botanical congress, Jul 2011, Melbourne, Australia |
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Visual-based plant species identification from crowdsourced dataMM'11 - ACM Multimedia 2011, Nov 2011, Scottsdale, United States. pp.0-0, ⟨10.1145/2072298.2072472⟩ |
Vegetative features and plant architecture of orchids of Laos: their use in plant identification and their relation with phylogeny20th WOC 2011, Nov 2011, Singapore, Singapore |
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The ImageCLEF 2011 plant images classification taskImageCLEF 2011, Sep 2011, Amsterdam, Netherlands |
Pl@ntNote v2 - a new generation of software for storage and exchange of heterogeneous botanical dataTDWG 2011 Annual Conference, Oct 2011, New Orleans, United States |
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The Pl@ntNet project: Plant Computational Identification and Collaborative Information SystemBiosystematics 2011 - Digital identification methods in the digital age - morphological and molecular, computer-aided and fully automated, research and citizen science, Feb 2011, Berlin, Germany |
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The CLEF 2011 Plant Images Classification TaskImageCLEF 2011, Vivien Petras; Pamela Forner; Paul Clough; Nicola Ferro, Sep 2011, Amsterdam, Netherlands |
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Participation of INRIA & Pl@ntNet to ImageCLEF 2011 plant images classification taskImageCLEF 2011, Sep 2011, Amsterdam, Netherlands. pp.0-0 |
Iterative Search with Local Visual Features for Computer Assisted Plant IdentificationTools for identifying biodiversity : progress and problems : proceedings of the international congress, Muséum national d'histoire naturelle (Paris), Sep 2010, Paris, France. pp.237-242 |
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El proyecto Pl@ntNet : Una sistema de información colaborativa y de identificación de plantasWorkshop International "Origine de la biodiversité et utilisations innovantes de la diversité moléculaire et génétique", Nov 2010, Iquitos, Perú |
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2010. Pl@ntNet, une plateforme libre et collaborative d’information et d’identification des plantes.La biodiversité dans les arboretums. Savoir la gérer et la valoriser, Apr 2010, Antibes, France |
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Pl@ntNet, une plateforme libre collaborative d'information et d'identification des plantesLa biodiversité dans les arboretums. Savoir la gérer et la valoriser, Groupe d'Etude de l'Arbre (GEA). FRA., Apr 2010, Antibes, France |
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The European Union ORCHIS project and its effects and applications on the knowledge and regulation of trade and conservation of Lao OrchidsThe annual Meeting of the Association for tropical Biology and Conservation (ATBC 2009), Feb 2009, Chang Mai, Thailand |
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The PlantNet project: Plant Computational Identification and Collaborative Information SystemFirst meeting of Biosyst EU 2009, Seventh Biennial Conference of the Systematics Association, Aug 2009, Leiden, Netherlands |
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A graphical tool for computer-assisted plant identificationTaxonomic Database Working Group, TDWG 2009 Annual Conference, Nov 2009, Montpellier, France. pp.485 |
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A graphical system for computer-assisted plant identificationTaxonomic Database Working Group, TDWG 2009 Annual Conference, Nov 2009, Montpellier, France. pp.456 |
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La rizière et les mauvaises herbesInternational Seminar " Innovation agricole et agroalimentaire en Asie du Sud-Est : dialogue entre chercheurs-enseignants et praticiens-utilisateurs "., Institut de Technologie du Cambodge (ITC). Phnom Penh, KHM, Oct 2008, Phnom Penh, Cambodge |
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IDAO Identification assisted by computerIUCN Worl conservation Congress Worshop "Safegarding biodiversity and livehood from biological invasion: goal sharing of experience and information as a key step to effective management at local level", International Union for Conservation of Nature (IUCN). Gland, INT., Oct 2008, Barcelona, Spain |
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La rizière et les mauvaises herbesInnovation agricole et agroalimentaire en Asie du Sud-Est : dialogue entre chercheurs-enseignants et praticiens-utilisateurs. CIDEFA, AUF., Oct 2008, Phnom Penh, Cambodia |
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Pl@ntNet, ten years of automatic plant identification and monitoringIUCN - Congrès mondial de la nature, Sep 2021, Marseille, France. |
Potential and limits of automated plant identification based on visual data, feedbacks from the development of Pl@ntNet initiativeBotany 2017, Jun 2017, Forth Worth, TX, United States. , 2017 |
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Biodiversity Informatics: An interactive computer- aided identification and knowledge base on tree species of Lao PDRQuels botanistes pour le 21e siècle ? Métiers, enjeux, opportunités, Sep 2014, Paris, France. , 1 p., 2014 |
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DataManager, un système novateur de gestion et d’échange de données botaniques distribuéesQuels botanistes pour le 21e siècle ? Métiers, enjeux, opportunités, Sep 2014, Paris, France. , 2014 |
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Pl@ntWood: A computer-assisted identification tool for 110 species of Amazon trees based on wood anatomyTaxonomic Database Working Group, TDWG 2009 Annual Conference, 2009, Montpellier, France. 2009 |
Advances in taxonomic identification by image recognition, with the generic content-based image retrieval IKONAe-Biosphere 09 International Conference on Biodiversity Informatics, Jun 2009, London, United Kingdom. 2009 |
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Pl@ntWeeds, a collaborative weeds identification and information platformScience Forum 2009, Jun 2009, Wageningen, Netherlands. 2009 |
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IDAO: A graphical tool for computer-assisted plant identificatione-Biosphere 09 International Conference on Biodiversity Informatics, Jun 2009, London, United Kingdom. 2009 |
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On the Edge of the Sixth Mass Extinction in Biodiversity Hotspots: Facts, needs, solutions and opportunities in Thailand and adjacent countriesJulien Claude; Noppadon Kitana. CU Press, 2024 |
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Multimedia Tools and Applications for Environmental & Biodiversity InformaticsSpringer International Publishing, 2018, 978-3-319-76445-0. ⟨10.1007/978-3-319-76445-0⟩ |
Overview of LifeCLEF 2025: Challenges on Species Presence Prediction and Identification, and Individual Animal IdentificationExperimental IR Meets Multilinguality, Multimodality, and Interaction: 16th International Conference of the CLEF Association, CLEF 2025, 16089, Springer Nature Switzerland, pp.338-362, 2026, Lecture Notes in Computer Science, 978-3-032-04353-5. ⟨10.1007/978-3-032-04354-2_19⟩ |
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Citizen scientists contribution to monitor Asian biodiversity: a case study on flora of Peninsula MalaysiaJulien Claude; Noppadon Kitana. On the Edge of the Sixth Mass Extinction in Biodiversity Hotspots: Facts, needs, solutions and opportunities in Thailand and adjacent countries, CU press, pp.139-160, 2024 |
New Automatic Identification Tools: An Aid for Botanists and Nature Managers ?Emilie Kohlmann. Linking with Nature in the Digital Age: Volume 1 - Communication, Environment, Science and Society SET, 1, ISTE; Wiley, pp.161-175, 2024, 9781786308580. ⟨10.1002/9781394297580.ch9⟩ |
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Biodiversity Information Retrieval Through Large Scale Content-Based Identification: A Long-Term EvaluationNicola Ferro; Carol Peters. Information Retrieval Evaluation in a Changing World: Lessons Learned from 20 Years of CLEF, 41, Springer, pp.389-413, 2019, The Information Retrieval Series, 978-3-030-22948-1. ⟨10.1007/978-3-030-22948-1_16⟩ |
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A deep learning approach to Species Distribution ModellingAlexis Joly; Stefanos Vrochidis; Kostas Karatzas; Ari Karppinen; Pierre Bonnet. Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Springer, pp.169-199, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_10⟩ |
Multimedia Tools and Applications for Environmental & Biodiversity Informatics - PrefaceJoly A.; Vrochidis S.; Karatzas K.; Karppinen A.; Bonnet P. Multimedia Tools and Applications for Environmental & Biodiversity Informatics, Springer, pp.1-7, 2018, Multimedia Systems and Applications (MMSA), 978-3-319-76445-0; 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_1⟩ |
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Plant Identification: Experts vs. Machines in the Era of Deep LearningMultimedia Tools and Applications for Environmental & Biodiversity Informatics, Chapter 8, Editions Springer, pp.131-149, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_8⟩ |
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Automated identification of herbarium specimens at different taxonomic levelsMultimedia Tools and Applications for Environmental & Biodiversity Informatics, Multimedia Systems and Applications, Editions Springer, pp.151-167, 2018, Multimedia Systems and Applications Series, 978-3-319-76444-3. ⟨10.1007/978-3-319-76445-0_9⟩ |
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Applying the maximum entropy principle to neural networks enhances multi-species distribution models2026 |
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The GeoLifeCLEF 2023 Dataset to evaluate plant species distribution models at high spatial resolution across Europe2023 |
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Participation of LIRMM / Inria to the GeoLifeCLEF 2020 challenge2020 |
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The GeoLifeCLEF 2020 Dataset2020 |
Pl@ntNet2019 |