Maximilien Servajean
Publications
Publications
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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A two-head loss function for deep Average-K classificationWACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision, Feb 2025, Tucson, United States. pp.7358-7367, ⟨10.1109/WACV61041.2025.00715⟩ |
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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 |
Vers une amélioration des datations de l’Antiquité tardive en Gaule méridionale : les approches développées à partir des recherches menées sur le site de Las Cravieros à Fanjeaux (Aude)Datations « absolues » en archéologie : 8e séminaire scientifique et technique de l’Inrap, Lucile Beck; Marc Bouiron; Carine Carpentier; Richard Cottiaux; Emmanuelle Delqué-Količ; Sophie Féret, Dec 2024, Orsay, France. ⟨10.34692/6qeq-ga34⟩ |
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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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INM-Explain -Expliquer les controverses médicales : Application au cas des interventions non médicamenteusesJournée Santé et IA @PFIA2024, Jul 2024, La Rochelle, France |
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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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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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Learning to Classify Medical Discharge Summaries According to ICD-9MIE 2023 - 33rd Medical Informatics Europe Conference, European Federation for Medical Informatics (EFMI); Swedish Federation for Medical Informatics (SFMI), May 2023, Gothenburg, Sweden. pp.773-777, ⟨10.3233/SHTI230264⟩ |
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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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Apprendre à classer des textes hospitaliers rédigés en anglais selon la classification CIM-9 avec une approche par budgetEGC 2023 - 22e Conférence Extraction et Gestion des Connaissances, Jan 2023, Lyon, France. pp.337-344 |
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Explaining controversy through community analysis on TwitterIDEAS 2023 - 27th International Database Engineered Applications Symposium Conference, May 2023, Heraklion, Greece. pp.148-155, ⟨10.1145/3589462.3589480⟩ |
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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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ICDiscovery : Aide à l'annotation par une méthode de budget pour le codage CIM-9 des textes hospitaliersEGC 2023 - 22e Conférence Extraction et Gestion des Connaissances, Jan 2023, Lyon, France. pp.605-612 |
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Panorama des outils de visualisation pour l'explicabilité en apprentissage profond pour le traitement automatique de la langueCNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, Jul 2023, Strasbourg, France. pp.99-108 |
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Détection de la controverse : une approche basée sur les réseaux de neurones, appliquée aux graphes et aux textesCNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, Jul 2023, Strasbourg, France. pp.50-51 |
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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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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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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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Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classificationICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.7208-7222 |
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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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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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Controversy Detection: a Text and Graph Neural Network Based ApproachWISE 2021 - 22nd International Conference on Web Information Systems Engineering, Oct 2021, Melbourne, Australia. pp.339-354, ⟨10.1007/978-3-030-90888-1_26⟩ |
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Expliquer les prédictions des réseaux de neurones par l'exploration de l'espace de représentation et de la frontière de décision à l'aide d'EBBE-TextEGC 2021 - 21e Conférence Extraction et Gestion des Connaissances, Jan 2021, Montpellier, France. pp.485-492 |
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EBBE-Text : Visualisation de la frontière de décision des réseaux de neurones en classification automatique de textesEGC 2021 - 21e Conférence Extraction et Gestion des Connaissances, Jan 2021, Montpellier, France. pp.169-180 |
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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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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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Evaluation of Deep Species Distribution Models using Environment and Co-occurrencesCLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.213-225, ⟨10.1007/978-3-030-28577-7_18⟩ |
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Location-Based Plant Species Prediction Using A CNN Model Trained On Several Kingdoms - Best Method Of GeoLifeCLEF 2019 ChallengeCLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland |
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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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Attentive Conversation Modeling for Emotion Detection and ClassificationSemEval 2019 - 13th International Workshop on Semantic Evaluation in NAACL-HLT, Jun 2019, Minneapolis, MN, United States. pp.251-255 |
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Attentive Multi-stage Learning for Early Risk Detection of Signs of Anorexia and Self-harm on Social MediaCLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland |
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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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Pourquoi dois-je croire ta prédiction ? Comment expliquer les résultats d'une classification automatique de sentiments à partir de textesIC 2019 - 30es Journées francophones d'Ingénierie des Connaissances, AFIA, Jul 2019, Toulouse, France. pp.112-124 |
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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 Distributed Collaborative Filtering Algorithm Using Multiple Data SourcesDBKDA: Advances in Databases, Knowledge, and Data Applications, May 2018, Nice, France |
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Temporal Mood Variation: at the CLEF eRisk-2018 Tasks for Early Risk Detection on The InternetCLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France |
LIRMM@DEFT-2018 – Modèle de classification de la vectorisation des documentsDEFT: Défi Fouille de Textes, May 2018, Rennes, France |
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Location-based species recommendation using co-occurrences and environment- GeoLifeCLEF 2018 challengeCLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France |
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ThePlantGame: Actively Training Human Annotators for Domain-specific CrowdsourcingMM 2016 - 24th International Conference on Multimedia, Oct 2016, Amsterdam, Netherlands. pp.720-721, ⟨10.1145/2964284.2973820⟩ |
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A comparative study of fine-grained classification methods in the context of the LifeCLEF plant identification challenge 2015CLEF 2015 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France |
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Exploiting Diversification in Gossip-Based RecommendationGlobe 2014 - 7th International Conference on Data Management in Cloud, Grid and P2P Systems, Sep 2014, Munich, Germany. pp.25-36, ⟨10.1007/978-3-319-10067-8_3⟩ |
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Exploiting Diversification in Distributed RecommendationBDA: Gestion de Données — Principes, Technologies et Applications, IMAG, Oct 2014, Autrans, France |
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PlantRT : a Distributed Recommendation Tool for Citizen ScienceBDA: Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. pp.48-50 |
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Profile Diversity for Phenotyping Data Search and RecommendationBDA 2013 - 29e Journées Bases de Données Avancées, Oct 2013, Nantes, France |
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Profile Diversity in Search and RecommendationSRS 2013 - 4th International Workshop on Social Recommender Systems, May 2013, Rio de Janeiro, Brazil. pp.973-980, ⟨10.1145/2487788.2488094⟩ |
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Usages de l’IAG dans l’enseignement supérieur : Enjeux et perspectivesGhislain Atemezing; Catherine Roussey. APIA 2024 - 10e Conférence Nationale sur les Applications Pratiques de l’Intelligence Artificielle, Jul 2024, La Rochelle, France. AFIA-Association Française pour l'Intelligence Artificielle, Actes de la 10 ème Conférence Nationale sur les Applications Pratiques de l’Intelligence Artificielle (APIA), pp.129-132, 2024, APIA-2024 |
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Pl@ntNet, ten years of automatic plant identification and monitoringIUCN - Congrès mondial de la nature, Sep 2021, Marseille, France. |
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PlantRT : a Distributed and Diversified Recommendation Tool for Citizen SciencesBDA 2014 - 30e Conférence sur la Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. , 2014 |
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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Applying the maximum entropy principle to neural networks enhances multi-species distribution models2026 |
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A SHAP-based controversy analysis through communities on Twitter2024 |
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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 |
Profile Diversity in Search and RecommendationRR-13002, Lirmm, University of Montpellier. 2013 |
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Profile Diversity for P2P Search and RecommendationRR-13017, Lirmm, University of Montpellier. 2013 |
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Recommandation diversifiée et distribuée pour les données scientifiquesRéseaux sociaux et d'information [cs.SI]. Université Montpellier II - Sciences et Techniques du Languedoc, 2014. Français. ⟨NNT : 2014MON20216⟩ |
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Recommandation Diversifiée et Distribuée pour les Données ScientifiquesRecherche d'information [cs.IR]. Université Montpellier 2, 2014. Français. ⟨NNT : ⟩ |