Pierre Bonnet

2026

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LifeCLEF 2026 Teaser: AI Challenges for Biodiversity Understanding and Ecosystem Management.
Alexis Joly|Lukás Picek|Stefan Kahl|Hervé Goëau|Lukás Adam|Robert Bossy|Kostas Papafitsoros|Vojtech Cermák|Holger Klinck|Willem-Pier Vellinga|Robert Planqué|Tom Denton|Laura Chrobak|Kevin Barnard|Claire Nédellec|Louise Deléger|Marine Courtin|Giulio Martellucci|Fabrice Vinatier|Pierre Bonnet
Advances in Information Retrieval - 48th European Conference on Information Retrieval, ECIR 2026, Delft, The Netherlands, March 29 - April 2, 2026, Proceedings, Part IV

2025

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Overview of LifeCLEF 2025: Challenges on Species Presence Prediction and Identification, and Individual Animal Identification.
Lukás Picek|Stefan Kahl|Hervé Goëau|Lukás Adam|Théo Larcher|César Leblanc|Maximilien Servajean|Klára Janousková|Jirí Matas|Vojtech Cermák|Kostas Papafitsoros|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Juan Sebastián Cañas|Giulio Martellucci|Fabrice Vinatier|Pierre Bonnet|Alexis Joly
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 16th International Conference of the CLEF Association, CLEF 2025, Madrid, Spain, September 9-12, 2025, Proceedings
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Overview of PlantCLEF 2025: Multi-Species Plant Identification in Vegetation Quadrat Images.
Giulio Martellucci|Hervé Goëau|Pierre Bonnet|Fabrice Vinatier|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum, CLEF 2025, Madrid, Spain, 9-12 September 2025.
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Overview of GeoLifeCLEF 2025: Plant Species Presence Prediction with Environmental and High-resolution Remote Sensing Data.
Lukás Picek|César Leblanc|Théo Larcher|Maximilien Servajean|Pierre Bonnet|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum, CLEF 2025, Madrid, Spain, 9-12 September 2025.
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LifeCLEF 2025 Teaser: Challenges on Species Presence Prediction and Identification, and Individual Animal Identification.
Alexis Joly|Lukás Picek|Stefan Kahl|Hervé Goëau|Lukás Adam|Christophe Botella|Maximilien Servajean|Diego Marcos|César Leblanc|Théo Larcher|Jirí Matas|Klára Janousková|Vojtech Cermák|Kostas Papafitsoros|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Pierre Bonnet|Henning Müller
Advances in Information Retrieval - 47th European Conference on Information Retrieval, ECIR 2025, Lucca, Italy, April 6-10, 2025, Proceedings, Part V

2024

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Overview of LifeCLEF 2024: Challenges on Species Distribution Prediction and Identification.
Alexis Joly|Lukás Picek|Stefan Kahl|Hervé Goëau|Vincent Espitalier|Christophe Botella|Diego Marcos|Joaquim Estopinan|César Leblanc|Théo Larcher|Milan Sulc|Marek Hrúz|Maximilien Servajean|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 15th International Conference of the CLEF Association, CLEF 2024, Grenoble, France, September 9-12, 2024, Proceedings, Part II
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Overview of PlantCLEF 2024: Multi-species Plant Identification in Vegetation Plot Images.
Hervé Goëau|Vincent Espitalier|Pierre Bonnet|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024), Grenoble, France, 9-12 September, 2024.
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Overview of GeoLifeCLEF 2024: Species Composition Prediction with High Spatial Resolution at Continental Scale using Remote Sensing.
Lukás Picek|Christophe Botella|Maximilien Servajean|César Leblanc|Rémi Palard|Théo Larcher|Benjamin Deneu|Diego Marcos|Joaquim Estopinan|Pierre Bonnet|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024), Grenoble, France, 9-12 September, 2024.
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LifeCLEF 2024 Teaser: Challenges on Species Distribution Prediction and Identification.
Alexis Joly|Lukás Picek|Stefan Kahl|Hervé Goëau|Vincent Espitalier|Christophe Botella|Benjamin Deneu|Diego Marcos|Joaquim Estopinan|César Leblanc|Théo Larcher|Milan Sulc|Marek Hrúz|Maximilien Servajean|Jirí Matas|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Andrew M. Durso|Ivan Eggel|Pierre Bonnet|Henning Müller
Advances in Information Retrieval - 46th European Conference on Information Retrieval, ECIR 2024, Glasgow, UK, March 24-28, 2024, Proceedings, Part VI

2023

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Overview of LifeCLEF 2023: Evaluation of AI Models for the Identification and Prediction of Birds, Plants, Snakes and Fungi.
Alexis Joly|Christophe Botella|Lukás Picek|Stefan Kahl|Hervé Goëau|Benjamin Deneu|Diego Marcos|Joaquim Estopinan|César Leblanc|Théo Larcher|Rail Chamidullin|Milan Sulc|Marek Hrúz|Maximilien Servajean|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 14th International Conference of the CLEF Association, CLEF 2023, Thessaloniki, Greece, September 18-21, 2023, Proceedings
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Overview of GeoLifeCLEF 2023: Species Composition Prediction with High Spatial Resolution at Continental Scale Using Remote Sensing.
Christophe Botella|Benjamin Deneu|Diego Marcos Gonzalez|Maximilien Servajean|Théo Larcher|César Leblanc|Joaquim Estopinan|Pierre Bonnet|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2023), Thessaloniki, Greece, September 18th to 21st, 2023.
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Overview of PlantCLEF 2023: Image-based Plant Identification at Global Scale.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2023), Thessaloniki, Greece, September 18th to 21st, 2023.
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LifeCLEF 2023 Teaser: Species Identification and Prediction Challenges.
Alexis Joly|Hervé Goëau|Stefan Kahl|Lukás Picek|Christophe Botella|Diego Marcos|Milan Sulc|Marek Hrúz|Titouan Lorieul|Sara Si-Moussi|Maximilien Servajean|Benjamin Kellenberger|Elijah Cole|Andrew Durso|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Henning Müller
Advances in Information Retrieval - 45th European Conference on Information Retrieval, ECIR 2023, Dublin, Ireland, April 2-6, 2023, Proceedings, Part III

2022

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Overview of LifeCLEF 2022: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction.
Alexis Joly|Hervé Goëau|Stefan Kahl|Lukás Picek|Titouan Lorieul|Elijah Cole|Benjamin Deneu|Maximilien Servajean|Andrew Durso|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Amanda Navine|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Milan Sulc|Marek Hrúz
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 13th International Conference of the CLEF Association, CLEF 2022, Bologna, Italy, September 5-8, 2022, Proceedings
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Overview of PlantCLEF 2022: Image-based plant identification at global scale.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to - 8th, 2022.
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Species Distribution Modeling based on aerial images and environmental features with Convolutional Neural Networks.
César Leblanc|Alexis Joly|Titouan Lorieul|Maximilien Servajean|Pierre Bonnet
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to - 8th, 2022.
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Overview of GeoLifeCLEF 2022: Predicting Species Presence from Multi-modal Remote Sensing, Bioclimatic and Pedologic Data.
Titouan Lorieul|Elijah Cole|Benjamin Deneu|Maximilien Servajean|Pierre Bonnet|Alexis Joly
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to - 8th, 2022.
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LifeCLEF 2022 Teaser: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction.
Alexis Joly|Hervé Goëau|Stefan Kahl|Lukás Picek|Titouan Lorieul|Elijah Cole|Benjamin Deneu|Maximilien Servajean|Andrew Durso|Isabelle Bolon|Hervé Glotin|Robert Planqué|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Henning Müller|Milan Sulc
Advances in Information Retrieval - 44th European Conference on IR Research, ECIR 2022, Stavanger, Norway, April 10-14, 2022, Proceedings, Part II

2021

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Overview of LifeCLEF 2021: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction.
Alexis Joly|Hervé Goëau|Stefan Kahl|Lukás Picek|Titouan Lorieul|Elijah Cole|Benjamin Deneu|Maximilien Servajean|Andrew Durso|Isabelle Bolon|Hervé Glotin|Robert Planqué|Rafael Luis Ruiz De Castaneda|Willem-Pier Vellinga|Holger Klinck|Tom Denton|Ivan Eggel|Pierre Bonnet|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 12th International Conference of the CLEF Association, CLEF 2021, Virtual Event, September 21-24, 2021, Proceedings
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Overview of PlantCLEF 2021: cross-domain plant identification.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Proceedings of the Working Notes of CLEF 2021 - Conference and Labs of the Evaluation Forum, Bucharest, Romania, September 21st - to - 24th, 2021.
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Overview of GeoLifeCLEF 2021: Predicting species distribution from 2 million remote sensing images.
Titouan Lorieul|Elijah Cole|Benjamin Deneu|Maximilien Servajean|Pierre Bonnet|Alexis Joly
Proceedings of the Working Notes of CLEF 2021 - Conference and Labs of the Evaluation Forum, Bucharest, Romania, September 21st - to - 24th, 2021.
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LifeCLEF 2021 Teaser: Biodiversity Identification and Prediction Challenges.
Alexis Joly|Hervé Goëau|Elijah Cole|Stefan Kahl|Lukás Picek|Hervé Glotin|Benjamin Deneu|Maximilien Servajean|Titouan Lorieul|Willem-Pier Vellinga|Pierre Bonnet|Andrew Durso|Rafael Luis Ruiz De Castaneda|Ivan Eggel|Henning Müller
Advances in Information Retrieval - 43rd European Conference on IR Research, ECIR 2021, Virtual Event, March 28 - April 1, 2021, Proceedings, Part II

2020

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Overview of LifeCLEF 2020: A System-Oriented Evaluation of Automated Species Identification and Species Distribution Prediction.
Alexis Joly|Hervé Goëau|Stefan Kahl|Benjamin Deneu|Maximilien Servajean|Elijah Cole|Lukás Picek|Rafael Luis Ruiz De Castañeda|Isabelle Bolon|Andrew Durso|Titouan Lorieul|Christophe Botella|Hervé Glotin|Julien Champ|Ivan Eggel|Willem-Pier Vellinga|Pierre Bonnet|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 11th International Conference of the CLEF Association, CLEF 2020, Thessaloniki, Greece, September 22-25, 2020, Proceedings
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Overview of LifeCLEF Location-based Species Prediction Task 2020 (GeoLifeCLEF).
Benjamin Deneu|Titouan Lorieul|Elijah Cole|Maximilien Servajean|Christophe Botella|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum, Thessaloniki, Greece, September 22-25, 2020.
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Participation of LIRMM / Inria to the GeoLifeCLEF 2020 Challenge.
Benjamin Deneu|Maximilien Servajean|Pierre Bonnet|François Munoz|Alexis Joly
Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum, Thessaloniki, Greece, September 22-25, 2020.
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Overview of LifeCLEF Plant Identification task 2020.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum, Thessaloniki, Greece, September 22-25, 2020.
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Domain Adaptation in the Context of Herbarium Collections: A submission to PlantCLEF 2020.
Juan Villacis-Llobet|Hervé Goëau|Pierre Bonnet|Alexis Joly|Erick Mata-Montero
Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum, Thessaloniki, Greece, September 22-25, 2020.
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LifeCLEF 2020 Teaser: Biodiversity Identification and Prediction Challenges.
Alexis Joly|Hervé Goëau|Stefan Kahl|Christophe Botella|Rafael Luis Ruiz De Castaneda|Hervé Glotin|Elijah Cole|Julien Champ|Benjamin Deneu|Maximilien Servajean|Titouan Lorieul|Willem-Pier Vellinga|Fabian-Robert Stöter|Andrew Durso|Pierre Bonnet|Henning Müller
Advances in Information Retrieval - 42nd European Conference on IR Research, ECIR 2020, Lisbon, Portugal, April 14-17, 2020, Proceedings, Part II

2019

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Overview of LifeCLEF 2019: Identification of Amazonian Plants, South & North American Birds, and Niche Prediction.
Alexis Joly|Hervé Goëau|Christophe Botella|Stefan Kahl|Maximilien Servajean|Hervé Glotin|Pierre Bonnet|Robert Planqué|Fabian-Robert Stöter|Willem-Pier Vellinga|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 10th International Conference of the CLEF Association, CLEF 2019, Lugano, Switzerland, September 9-12, 2019, Proceedings
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Overview of GeoLifeCLEF 2019: Plant Species Prediction using Environment and Animal Occurrences.
Christophe Botella|Maximilien Servajean|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2019 - Conference and Labs of the Evaluation Forum, Lugano, Switzerland, September 9-12, 2019.
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Overview of LifeCLEF Plant Identification Task 2019: diving into Data Deficient Tropical Countries.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2019 - Conference and Labs of the Evaluation Forum, Lugano, Switzerland, September 9-12, 2019.
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LifeCLEF 2019: Biodiversity Identification and Prediction Challenges.
Alexis Joly|Hervé Goëau|Christophe Botella|Stefan Kahl|Marion Poupard|Maximilien Servajean|Hervé Glotin|Pierre Bonnet|Willem-Pier Vellinga|Robert Planqué|Jan Schlüter|Fabian-Robert Stöter|Henning Müller
Advances in Information Retrieval - 41st European Conference on IR Research, ECIR 2019, Cologne, Germany, April 14-18, 2019, Proceedings, Part II

2018

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Overview of LifeCLEF 2018: A Large-Scale Evaluation of Species Identification and Recommendation Algorithms in the Era of AI.
Alexis Joly|Hervé Goëau|Christophe Botella|Hervé Glotin|Pierre Bonnet|Willem-Pier Vellinga|Robert Planqué|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 9th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 10-14, 2018, Proceedings
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Overview of GeoLifeCLEF 2018: Location-based Species Recommendation.
Christophe Botella|Pierre Bonnet|François Munoz|Pascal Monestiez|Alexis Joly
Working Notes of CLEF 2018 - Conference and Labs of the Evaluation Forum, Avignon, France, September 10-14, 2018.
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Overview of ExpertLifeCLEF 2018: how far Automated Identification Systems are from the Best Experts?
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2018 - Conference and Labs of the Evaluation Forum, Avignon, France, September 10-14, 2018.

2017

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LifeCLEF 2017 Lab Overview: Multimedia Species Identification Challenges.
Alexis Joly|Hervé Goëau|Hervé Glotin|Concetto Spampinato|Pierre Bonnet|Willem-Pier Vellinga|Jean-Christophe Lombardo|Robert Planqué|Simone Palazzo|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 8th International Conference of the CLEF Association, CLEF 2017, Dublin, Ireland, September 11-14, 2017, Proceedings
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Plant Identification Based on Noisy Web Data: the Amazing Performance of Deep Learning (LifeCLEF 2017).
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2017 - Conference and Labs of the Evaluation Forum, Dublin, Ireland, September 11-14, 2017.
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Plant Classification Based on Gated Recurrent Unit.
Sue Han Lee|Yang Loong Chang|Chee Seng Chan|Alexis Joly|Pierre Bonnet|Hervé Goëau
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 9th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 10-14, 2018, Proceedings

2016

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LifeCLEF 2016: Multimedia Life Species Identification Challenges.
Alexis Joly|Hervé Goëau|Hervé Glotin|Concetto Spampinato|Pierre Bonnet|Willem-Pier Vellinga|Julien Champ|Robert Planqué|Simone Palazzo|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 7th International Conference of the CLEF Association, CLEF 2016, Évora, Portugal, September 5-8, 2016, Proceedings
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Plant Identification in an Open-world (LifeCLEF 2016).
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2016 - Conference and Labs of the Evaluation forum, Évora, Portugal, 5-8 September, 2016.

2015

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LifeCLEF 2015: Multimedia Life Species Identification Challenges.
Alexis Joly|Hervé Goëau|Hervé Glotin|Concetto Spampinato|Pierre Bonnet|Willem-Pier Vellinga|Robert Planqué|Andreas Rauber|Simone Palazzo|Bob Fisher|Henning Müller
Experimental IR Meets Multilinguality, Multimodality, and Interaction - 6th International Conference of the CLEF Association, CLEF 2015, Toulouse, France, September 8-11, 2015, Proceedings
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LifeCLEF Plant Identification Task 2015.
Hervé Goëau|Pierre Bonnet|Alexis Joly
Working Notes of CLEF 2015 - Conference and Labs of the Evaluation forum, Toulouse, France, September 8-11, 2015.

2014

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LifeCLEF 2014: Multimedia Life Species Identification Challenges.
Alexis Joly|Hervé Goëau|Hervé Glotin|Concetto Spampinato|Pierre Bonnet|Willem-Pier Vellinga|Robert Planqué|Andreas Rauber|Robert B. Fisher|Henning Müller
Information Access Evaluation. Multilinguality, Multimodality, and Interaction - 5th International Conference of the CLEF Initiative, CLEF 2014, Sheffield, UK, September 15-18, 2014. Proceedings
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Pl@ntNet Mobile 2014: Android port and new features.
Hervé Goëau|Pierre Bonnet|Alexis Joly|Antoine Affouard|Vera Bakic|Julien Barbe|Samuel Dufour|Souheil Selmi|Itheri Yahiaoui|Christel Vignau|Daniel Barthélémy|Nozha Boujemaa
International Conference on Multimedia Retrieval, ICMR '14, Glasgow, United Kingdom - April 01 - 04, 2014

2013

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ImageCLEF 2013: The Vision, the Data and the Open Challenges.
Barbara Caputo|Henning Müller|Bart Thomee|Mauricio Villegas|Roberto Paredes|David Zellhöfer|Hervé Goëau|Alexis Joly|Pierre Bonnet|Jesus Martínez-Gómez|Ismael García-Varea|Miguel Cazorla
Information Access Evaluation. Multilinguality, Multimodality, and Visualization - 4th International Conference of the CLEF Initiative, CLEF 2013, Valencia, Spain, September 23-26, 2013. Proceedings
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The ImageCLEF 2013 Plant Identification Task.
Hervé Goëau|Pierre Bonnet|Alexis Joly|Vera Bakic|Daniel Barthélémy|Nozha Boujemaa|Jean-François Molino
Working Notes for CLEF 2013 Conference , Valencia, Spain, September 23-26, 2013.

2012

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The ImageCLEF 2012 Plant Identification Task.
Hervé Goëau|Pierre Bonnet|Alexis Joly|Itheri Yahiaoui|Daniel Barthélémy|Nozha Boujemaa|Jean-François Molino
CLEF 2012 Evaluation Labs and Workshop, Online Working Notes, Rome, Italy, September 17-20, 2012

2011

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The CLEF 2011 Plant Images Classification Task.
Hervé Goëau|Pierre Bonnet|Alexis Joly|Nozha Boujemaa|Daniel Barthélémy|Jean-François Molino|Philippe Birnbaum|Elise Mouysset|Marie Picard
CLEF 2011 Labs and Workshop, Notebook Papers, 19-22 September 2011, Amsterdam, The Netherlands
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Participation of INRIA & Pl@ntNet to ImageCLEF 2011 Plant Images Classification Task.
Hervé Goëau|Alexis Joly|Itheri Yahiaoui|Pierre Bonnet|Elise Mouysset
CLEF 2011 Labs and Workshop, Notebook Papers, 19-22 September 2011, Amsterdam, The Netherlands