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Estimating compositions and nutritional values of seed mixes based on vision transformers. Mehreen Shamprikta, Goeau Hervé, Bonnet Pierre, Chau Sophie, Champ Julien, Joly Alexis. 2023. Plant Phenomics, 5:ID0112, 11 p.

LifeCLEF 2023 teaser: Species identification and prediction challenges. Joly Alexis, Goeau Hervé, Kahl Stefan, Picek Lukáš, Botella Christophe, Marcos Diego, Sulc Milan, Hrúz Marek, Lorieul Titouan, Moussi Sara Si, Servajean Maximilien, Kellenberger Benjamin, Cole Elijah, Durso Andrew, Glotin Hervé, Planqué Robert, Vellinga Willem-Pier, Klinck Holger, Denton Tom, Eggel Ivan, Bonnet Pierre, Müller Henning. 2023. In : Advances in Information Retrieval:45th European Conference on Information Retrieval, ECIR 2023, Dublin, Ireland, April 2–6, 2023, Proceedings, Part III. Kamps Jaap (ed.), Goeuriot Lorraine (ed.), Crestani Fabio (ed.), Maistro Maria (ed.), Joho Hideo (ed.), Davis Brian (ed.), Gurrin Cathal (ed.), Kruschwitz Udo (ed.), Caputo Annalina (ed.). Cham : Springer, 568-576. (Lecture Notes in Computer Science, 13982, 13982) ISBN 978-3-031-28240-9 European Conference on Information Retrieval (ECIR 2023). 45, Dublin, Irlande, 2 Avril 2023/6 Avril 2023.

Overview of LifeCLEF 2023: Evaluation of AI models for the identification and prediction of birds, plants, snakes and fungi. Joly Alexis, Botella Christophe, Picek Lukáš, Kahl Stefan, Goeau Hervé, Deneu Benjamin, Marcos Diego, Estopinan Joaquim, Leblanc César, Larcher Théo, Chamidullin Rail, Sulc Milan, Hrúz Marek, Servajean Maximilien, Glotin Hervé, Planqué Robert, Vellinga Willem-Pier, Klinck Holger, Denton Tom, Eggel Ivan, Bonnet Pierre, Müller Henning. 2023. In : Experimental IR meets multilinguality, multimodality, and interaction: 14th International Conference of the CLEF Association, CLEF 2023, Thessaloniki, Greece, September 18–21, 2023, Proceedings. Arampatzis Avi (ed.), Kanoulas Evangelos (ed.), Tsikrika Theodora (ed.), Vrochidis Stefanos (ed.), Giachanou Anastasia (ed.), Li Dan (ed.), Aliannejadi Mohammad (ed.), Vlachos Michalis (ed.), Faggioli Guglielmo (ed.), Ferro Nicola (ed.). Cham : Springer, 416-439. (Lecture Notes in Computer Science, 14163, 14163) ISBN 978-3-031-42447-2 International Conference of the Cross-Language Evalution Forum for European Languages. 14, Thessaloniki, Grèce, 18 Septembre 2023/21 Septembre 2023.

Overview of PlantCLEF 2023: image-based plant identification at global scale. Goeau Hervé, Bonnet Pierre, Joly Alexis. 2023. 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, 1972-1981. (CEUR Workshop Proceedings, 3497, 3497) Conference and Labs of the Evaluation Forum (CLEF-WN 2023). 24, Thessaloniki, Grèce, 18 Septembre 2023/21 Septembre 2023.

Pl@ntNet Crops: Merging citizen science observations and structured survey data to improve crop recognition for agri-food-environment applications. van der Velde Marijn, Goeau Hervé, Bonnet Pierre, d'Andrimont Raphaël, Yordanov M., Affouard Antoine, Claverie M., Czucz B., Elvekjaer N., Martinez-Sanchez L., Rotllan-Puig X., Sima A., Verhegghen Astrid, Joly Alexis. 2023. Environmental Research Letters, 18:025005, 12 p.

Synergizing digital, biological, and participatory sciences for global plant species identification: Enabling access to a worldwide identification service. Bonnet Pierre, Affouard Antoine, Lombardo Jean-Christophe, Chouet Mathias, Gresse Hugo, Hequet Vanessa, Palard Rémi, Fromholtz Maxime, Espitalier Vincent, Goeau Hervé, Deneu Benjamin, Botella Christophe, Estopinan Joaquim, Leblanc César, Servajean Maximilien, Munoz François, Joly Alexis. 2023. Biodiversity Information Science and Standards, 7:e112545, 3 p.

LifeCLEF 2022 teaser: An evaluation of machine-learning based species identification and species distribution prediction. Joly Alexis, Goeau Hervé, Kahl Stefan, Picek Lukáš, Lorieul Titouan, Cole Elijah, Deneu Benjamin, Servajean Maximilien, Durso Andrew, Bolon Isabelle, Glotin Hervé, Planqué Robert, Vellinga Willem-Pier, Klinck Holger, Denton Tom, Eggel Ivan, Bonnet Pierre, Müller Henning, Sulc Milan. 2022. In : Advances in information retrieval : 44th European Conference on IR Research, ECIR 2022, Stavanger, Norway, April 10–14, 2022, Proceedings, Part II. Hagen Matthias (ed.), Verberne Suzan (ed.), Macdonald Craig (ed.), Seifert Christin (ed.), Balog Krisztian (ed.), Norvag Kjetil (ed.), Setty Vinary (ed.). University of Stavanger. Cham : Springer, 390-399. (Lecture Notes in Computer Science, 13186) ISBN 978-3-030-99738-0 European Conference on IR Research (ECIR 2022). 44, Stavanger, Norvège, 10 Avril 2022/14 Avril 2022.

Overview of LifeCLEF 2022: An evaluation of machine-learning based species identification and species distribution prediction. Joly Alexis, Goeau Hervé, Kahl Stefan, Picek Lukáš, Lorieul Titouan, Cole Elijah, Deneu Benjamin, Servajean Maximilien, Durso Andrew, Glotin Hervé, Planqué Robert, Vellinga Willem-Pier, Navine Amanda, Klinck Holger, Denton Tom, Eggel Ivan, Bonnet Pierre, Sulc Milan, Hrúz Marek. 2022. In : Experimental IR meets multilinguality, multimodality, and interaction : 13th International Conference of the CLEF Association, CLEF 2022, Bologna, Italy, September 5–8, 2022, Proceedings. Barron-Cedeno Alberto (ed.), Da San Martino Giovanni (ed.), Faggioli Guglielmo (ed.), Ferro Nicola (ed.), Degli Esposti Mirko (ed.), Sebastiani Fabrizio (ed.), Macdonald Craig (ed.), Pasi Gabriella (ed.), Hanbury Allan (ed.), Potthast Martin (ed.). University of Bologna. Cham : Springer, 257-285. (Lecture Notes in Computer Science, 13390) ISBN 978-3-031-13642-9 International Conference of the CLEF Association (CLEF 2022). 13, Bologne, Italie, 5 Septembre 2022/8 Septembre 2022.

Conditional multi-task learning for plant disease identification. Lee Sue Han, Goeau Hervé, Bonnet Pierre, Joly Alexis. 2021. In : 2020 25th International Conference on Pattern Recognition (ICPR). ICPR. Milan : IEEE, 3320-3327. ISBN 978-1-7281-8809-6 International Conference on Pattern Recognition (ICPR 2021). 25, Milan, Italie, 10 Janvier 2021/15 Janvier 2021.

WeedElec: a robotic research platform for individual weed detection and selective electrical weeding. Abdelghafour Florent, Rançon Florian, Liu S., Champ Julien, De Rudnicki V., Guizard C., Goeau Hervé, Doussan Claude, Joly A., Bonnet Pierre, Rabatel G.. 2021. In : Precision agriculture ’21 : Papers presented at the 13th European Conference on precision agriculture, Budapest, Hungary, 18-22 July 2021. Stafford, John V. (ed.). Wageningen : Wageningen Academic Publishers, 695-702. ISBN 978-90-8686-363-1 Europe Conference on Precision Agriculture. 13, Budapest, Hongrie, 18 Juillet 2021/22 Juillet 2021.

Attention-based recurrent neural network for plant disease classification. Lee Sue Han, Goeau Hervé, Bonnet Pierre, Joly Alexis. 2020. Frontiers in Plant Science, 11:601250, 8 p.

Contribution citoyenne au suivi de la flore d'un parc national français, un exemple remarquable à l'échelle du Parc national des Cévennes. Bonnet Pierre, Goeau Hervé, Hopkins Frantz, Vela Errol, Sahl Amandine, Affouard Antoine, Lombardo Jean-Christophe, Champ Julien, Gresse Hugo, Joly Alexis. 2020. Carnets Botaniques:21, 9 p.

Domain adaptation in the context of herbarium collections. A submission to PlantCLEF 2020. Villacis Juan, Goeau Hervé, Bonnet Pierre, Joly Alexis, Mata-Montero Erick. 2020. In : Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum. Cappellato Linda (ed.), Eickhoff Carsten (ed.), Ferro Nicola (ed.), Névéol Aurélie (ed.). Aachen : CEUR-WS, 15 p. (CEUR Workshop Proceedings) Conference and Labs of the Evaluation Forum (CLEF 2020), Thessaloniki, Grèce, 22 Septembre 2020/25 Septembre 2020.

Instance segmentation for the fine detection of crop and weed plants by precision agricultural robots. Champ Julien, Mora-Fallas Adán, Goeau Hervé, Mata-Montero Erick, Bonnet Pierre, Joly Alexis. 2020. Applications in Plant Sciences, 8 (7), n.spéc. Machine Learning in Plant Biology: From Genomics to Field Studies:e11373, 10 p.

LifeCLEF 2020 teaser: Biodiversity identification and prediction challenges. Joly Alexis, Goeau Hervé, Kahl Stefan, Botella Christophe, Ruiz de Castañeda Rafael, Glotin Hervé, Cole Elijah, Champ Julien, Deneu Benjamin, Servajean Maximilien, Lorieul Titouan, Vellinga Willem-Pier, Stöter Fabian-Robert, Durso Andrew, Bonnet Pierre, Müller Henning. 2020. In : Advances in information retrieval: 42nd European Conference on IR Research, ECIR 2020, Lisbon, Portugal, April 14–17, 2020, Proceedings, Part II. Jose Joemon M. (ed.), Yilmaz Emine (ed.), Magalhães João (ed.), Castells Pablo (ed.), Ferro Nicola (ed.), Silva Mário J. (ed.), Martins Flávio (ed.). Cham : Springer, 542-549. (Lecture Notes in Computer Science, 12036, 12036) ISBN 978-3-030-45441-8 European Conference on IR Research (ECIR 2020). 42, Lisbonne, Portugal, 14 Avril 2020/17 Avril 2020.

Machine learning using digitized herbarium specimens to advance phenological research. Pearson Katelin D., Nelson Gil, Aronson Myla F.J., Bonnet Pierre, Brenskelle Laura, Davis Charles C., Denny Ellen G., Ellwood Elizabeth R., Goeau Hervé, Heberling J. Mason, Joly Alexis, Lorieul Titouan, Mazer Susan J., Meineke Emily K., Stucky Brian J., Sweeney Patrick W., White Alexander E., Soltis Pamela S.. 2020. BioScience, 70 (7) : 610-620.

New perspectives on plant disease characterization based on deep learning. Lee Sue Han, Goeau Hervé, Bonnet Pierre, Joly Alexis. 2020. Computers and Electronics in Agriculture, 170:105220, 12 p.

Overview of LifeCLEF 2020: A system-oriented evaluation of automated species identification and species distribution prediction. Joly Alexis, Goeau Hervé, Kahl Stefan, Deneu Benjamin, Servajean Maximilien, Cole Elijah, Picek Lukáš, Ruiz de Castañeda Rafael, Bolon Isabelle, Durso Andrew, Lorieul Titouan, Botella Christophe, Glotin Hervé, Champ Julien, Eggel Ivan, Vellinga Willem-Pier, Bonnet Pierre, Müller Henning. 2020. In : Experimental IR meets multilinguality, multimodality, and interaction: 11th International Conference of the CLEF Association, CLEF 2020, Thessaloniki, Greece, September 22–25, 2020, Proceedings. Arampatzis Avi (ed.), Kanoulas Evangelos (ed.), Tsikrika Theodora (ed.), Vrochidis Stefanos (ed.), et Al.. Cham : Springer, 342-363. (Lecture Notes in Computer Science, 12260) ISBN 978-3-030-58218-0 International Conference of the Cross-Language Evaluation Forum for European Languages, Thessaloniki, Grèce, 22 Septembre 2020/25 Septembre 2020.

Overview of LifeCLEF plant identification task 2020. Goeau Hervé, Bonnet Pierre, Joly Alexis. 2020. In : Working Notes of CLEF 2020 - Conference and Labs of the Evaluation Forum. Cappellato Linda (ed.), Eickhoff Carsten (ed.), Ferro Nicola (ed.), Névéol Aurélie (ed.). Aachen : CEUR-WS, 15p. (CEUR Workshop Proceedings, 2696) Conference and Labs of the Evaluation Forum (CLEF 2020), Thessaloniki, Grèce, 22 Septembre 2020/25 Septembre 2020.

Pl@ntNet services, a contribution to the monitoring and sharing of information on the world flora. Bonnet Pierre, Champ Julien, Goeau Hervé, Stöter Fabian-Robert, Deneu Benjamin, Servajean Maximilien, Affouard Antoine, Lombardo Jean-Christophe, Levchenko Oleksandra, Gresse Hugo, Joly Alexis. 2020. Biodiversity Information Science and Standards, 4:e58933, 3 p. TDWG 2020 Annual Conference, s.l., États-Unis, 21 Septembre 2020/25 Septembre 2020.

Segmentación de instancias para detección automática de malezas y cultivos en campos de cultivo. Mora-Fallas Adán, Goeau Hervé, Joly Alexis, Bonnet Pierre, Mata-Montero Erick. 2020. Tecnología en Marcha, 33, n.spéc. Contribuciones a la Conferencia 6th Latin America High Performance Computing Conference (CARLA) : 13-17. Latin America High Performance Computing Conference. 6, Turrialba, Costa Rica, 25 Septembre 2019/27 Septembre 2019.

A new fine-grained method for automated visual analysis of herbarium specimens: A case study for phenological data extraction. Goeau Hervé, Mora-Fallas Adán, Champ Julien, Rossington Love Natalie L., Mazer Susan J., Mata-Montero Erick, Joly Alexis, Bonnet Pierre. 2020. Applications in Plant Sciences, 8 (6), n.spéc. Machine Learning in Plant Biology: Advances Using Herbarium Specimen Images:e11368, 11 p.

Accelerating the automated detection, counting and measurements of reproductive organs in herbarium collections in the era of deep learning. Mora-Fallas Adán, Goeau Hervé, Mazer Susan J., Love Natalie, Mata-Montero Erick, Bonnet Pierre, Joly Alexis. 2019. Biodiversity Information Science and Standards, 3:e37341, 3 p. Biodiversity Next: Building a global infrastructure for biodiversity data, Leiden, Pays-Bas, 22 Octobre 2019/25 Octobre 2019.

Biodiversity information retrieval through large scale content-based identification: a long-term evaluation. Joly Alexis, Goeau Hervé, Glotin Hervé, Spampinato Concetto, Bonnet Pierre, Vellinga Willem-Pier, Lombardo Jean-Christophe, Planqué Robert, Palazzo Simone, Müller Henning. 2019. In : Information retrieval evaluation in a changing world: lessons learned from 20 years of CLEF. Ferro Nicola (ed.), Peters Carol (ed.). Cham : Springer, 389-413. (The Information Retrieval Series, 41, 41) ISBN 978-3-030-22947-4

LifeCLEF 2019: Biodiversity identification and prediction challenges. Joly Alexis, Goeau Hervé, Botella Christophe, Kahl Stefan, Poupard Pascal, Servajean Maximilien, Glotin Hervé, Bonnet Pierre, Vellinga Willem-Pier, Planqué Robert, Schlüter Jan, Stöter Fabian-Robert, Müller Henning. 2019. In : Advances in information retrieval: 41st European Conference on IR Research, ECIR 2019, Cologne, Germany, April 14–18, 2019, Proceedings, Part II. Azzopardi Leif (ed.), Stein Benno (ed.), Fuhr Nobert (ed.), Mayr Philipp (ed.), Hauff Claudia (ed.), Hiemstra Djoerd (ed.). Cham : Springer, 275-282. (Lecture Notes in Computer Science, 11438, 11438) ISBN 978-3-030-15718-0 European Conference on IR Research (ECIR 2019). 41, Cologne, Allemagne, 14 Septembre 2019/18 Septembre 2019.

Overview of LifeCLEF 2019: Identification of Amazonian plants, south and north American birds, and niche prediction. Joly Alexis, Goeau Hervé, Botella Christophe, Kahl Stefan, Servajean Maximilien, Glotin Hervé, Bonnet Pierre, Planqué Robert, Stöter Fabian-Robert, Vellinga Willem-Pier, Müller Henning. 2019. In : Experimental IR meets multilinguality, multimodality, and interaction: 10th International Conference of the CLEF Association, CLEF 2019, Lugano, Switzerland, September 9–12, 2019, Proceedings. Crestani Fabio (ed.), Braschler Martin (ed.), Savoy Jacques (ed.), Rauber Andreas (ed.), Müller Henning (ed.), Losada David E. (ed.), Bürki Gundula Heinatz (ed.), Cappellato Linda (ed.), Ferro Nicola (ed.). Cham : Springer, 387-401. (Lecture Notes in Computer Science, 11696) ISBN 978-3-030-28576-0 International Conference of the CLEF Association (CLEF 2019). 10, Lugano, Suisse, 9 Septembre 2019/12 Septembre 2019.

Overview of LifeCLEF plant identification task 2019: Diving into data deficient tropical countries. Goeau Hervé, Bonnet Pierre, Joly Alexis. 2019. In : Working Notes of CLEF 2019 - Conference and Labs of the Evaluation Forum. Cappellato Linda (ed.), Ferro Nicola (ed.), Losada David E. (ed.), Müller Henning (ed.). Aachen : CEUR-WS, 13 p. (CEUR Workshop Proceedings, 2380) Conference and Labs of the Evaluation Forum (CLEF 2019), Lugano, Suisse, 9 Septembre 2019/12 Septembre 2019.

Toward a large‐scale and deep phenological stage annotation of herbarium specimens: Case studies from temperate, tropical, and equatorial floras. Lorieul Titouan, Pearson Katelin D., Ellwood Elizabeth R., Goeau Hervé, Molino Jean-François, Sweeney Patrick W., Yost Jennifer M., Sachs Joel, Mata-Montero Erick, Nelson Gil, Soltis Pamela S., Bonnet Pierre, Joly Alexis. 2019. Applications in Plant Sciences, 7 (3), n.spéc. Emerging Frontiers in Phenological Research:e01233, 14 p.

Automated identification of herbarium specimens at different taxonomic levels. Carranza-Rojas Jose Mario, Joly Alexis, Goeau Hervé, Mata-Montero Erick, Bonnet Pierre. 2018. In : Multimedia tools and applications for environmental and biodiversity informatics. Joly Alexis (ed.), Vrochidis Stefanos (ed.), Karatzas Kostas (ed.), Karppinen Ari (ed.), Bonnet Pierre (ed.). Cham : Springer, 151-167. (Multimedia Systems and Applications)) ISBN 978-3-319-76444-3

Overview of LifeCLEF 2018: A large-scale evaluation of species identification and recommendation algorithms in the era of AI. Joly Alexis, Goeau Hervé, Botella Christophe, Glotin Hervé, Bonnet Pierre, Vellinga Willem-Pier, Planqué Robert, Müller Henning. 2018. In : Experimental IR meets multilinguality, multimodality, and interaction. Bellot Patrice (ed.), Trabelsi Chiraz (ed.), Mothe Josiane (ed.), Murtagh Fionn (ed.), Nie Jian Yun (ed.), Soulier Laure (ed.), San Juan Eric (ed.), Cappellato Linda (ed.), Ferro Nicola (ed.). Cham : Springer, 247-266. (Lecture Notes in Computer Science, 11018) ISBN 978-3-319-98931-0 International Conference of the CLEF Association (CLEF 2018). 9, Avignon, France, 10 Septembre 2018/14 Septembre 2018.

Plant classification based on gated recurrent unit. Lee Sue Han, Chang Yang Loong, Chan Chee Seng, Joly Alexis, Bonnet Pierre, Goeau Hervé. 2018. In : Experimental IR meets multilinguality, multimodality, and interaction. Bellot Patrice (ed.), Trabelsi Chiraz (ed.), Mothe Josiane (ed.), Murtagh Fionn (ed.), Nie Jian Yun (ed.), Soulier Laure (ed.), San Juan Eric (ed.), Cappellato Linda (ed.), Ferro Nicola (ed.). Cham : Springer, 169-180. (Lecture Notes in Computer Science, 11018) ISBN 978-3-319-98931-0 International Conference of the CLEF Association (CLEF 2018). 9, Avignon, France, 10 Septembre 2018/14 Septembre 2018.

Plant identification: Experts vs. machines in the era of deep learning: deep learning techniques challenge flora experts. Bonnet Pierre, Goeau Hervé, Hang Siang Thye, Lasseck Mario, Sulc Milan, Malécot Valery, Jauzein Philippe, Melet Jean-Claude, You Christian, Joly Alexis. 2018. In : Multimedia tools and applications for environmental and biodiversity informatics.. Joly Alexis (ed.), Vrochidis Stefanos (ed.), Karatzas Kostas (ed.), Karppinen Ari (ed.), Bonnet Pierre (ed.). Cham : Springer, 131-149. (Multimedia Systems and Applications) ISBN 978-3-319-76444-3

Going deeper in the automated identification of Herbarium specimens. Carranza-Rojas Jose Mario, Goeau Hervé, Bonnet Pierre, Mata-Montero Erick, Joly Alexis. 2017. BMC Evolutionary Biology, 17:e181, 14 p.

LifeCLEF 2017 lab overview: Multimedia species identification challenges. Joly Alexis, Goeau Hervé, Glotin Hervé, Spampinato Concetto, Bonnet Pierre, Vellinga Willem-Pier, Lombardo Jean-Christophe, Planqué Robert, Palazzo Simone, Müller Henning. 2017. In : Experimental IR meets multilinguality, multimodality, and interaction. Jones Gareth.J.F. (ed.), Lawless Séamus (ed.), Gonzalo Julio (ed.), Kelly Liadh (ed.), Goeuriot Lorraine (ed.), Mandl Thomas (ed.), Cappellato Linda (ed.), Ferro Nicola (ed.). Cham : Springer International Publishing, 255-274. (Lecture Notes in Computer Science, 10456, 10456) ISBN 978-3-319-65813-1 International Conference of the CLEF Association. 8, Dublin, Irlande, 11 Septembre 2017/24 Septembre 2017.

Pl@antNet : Plateforme de production et de partage d'observations botaniques. Le numérique scientifique au service de la société. Bonnet Pierre, Joly Alexis, Goeau Hervé, Knaff R., Lombardo Jean-Christophe, Affouard Antoine, Champ Julien, Dufour-Kowalski Samuel, Chouet Mathias, Molino Jean-François, Boujemaa Nozha, Barthélémy Daniel. 2017. . Montpellier : CIRAD, 1 poster Amphithéâtre "Patrimoine Numérique Scientifique", Montpellier, France, 20 Février 2017/20 Février 2017.

Pl@ntNet - My business. Joly Alexis, Bonnet Pierre, Affouard Antoine, Lombardo Jean-Christophe, Goeau Hervé. 2017. In : MM'17: Proceedings of the 25th ACM International Conference on Multimedia. Liu Qiong (ed.), Lienhart Rainer (ed.). New York : Association for Computing Machinery, 551-555. ISBN 978-1-4503-4906-2 ACM International Conference on Multimedia. 25, Mountain View, États-Unis, 23 Octobre 2017/27 Octobre 2017.

Pl@ntNet app in the era of deep learning. Affouard Antoine, Goeau Hervé, Bonnet Pierre, Lombardo Jean-Christophe, Joly Alexis. 2017. . Toulon : s.n., 6 p. International Conference on Learning Representations. 5, Toulon, France, 24 Avril 2017/26 Avril 2017.

Plant identification based on noisy web data: the amazing performance of deep learning (lifeclef 2017). Goeau Hervé, Bonnet Pierre, Joly Alexis. 2017. In : CLEF 2017 Working Notes. Cappellato Linda (ed.), Ferro Nicola (ed.), Goeuriot Lorraine (ed.), Mandl Thomas (ed.). s.l. : CEUR Workshop Proceedings, 13 p. (CEUR Workshop Proceedings, 1866) International Conference of the CLEF Association. 8, Dublin, Irlande, 11 Septembre 2017/24 Septembre 2017.

LifeCLEF 2016: Multimedia life species identification challenges. Joly Alexis, Goeau Hervé, Glotin Hervé, Spampinato Concetto, Bonnet Pierre, Vellinga Willem-Pier, Champ Julien, Planqué Robert, Palazzo Simone, Müller Henning. 2016. In : Experimental IR meets multilinguality, multimodality, and Interaction : 7th International Conference of the CLEF Association, CLEF 2016, Évora, Portugal, September 5-8, 2016, Proceedings. Fuhr Norbert (ed.), Quaresma Paulo (ed.), Gonçalves Teresa (ed.), Larsen Birger (ed.), Balog Krisztian (ed.), Macdonald Craig (ed.), Cappellato Linda (ed.), Ferro Nicola (ed.). Cham : Springer, 286-310. (Lecture Notes in Computer Science, 9822) ISBN 978-3-319-44563-2 International Conference on the CLEF Association (CLEF 2016). 7, Evora, Portugal, 5 Septembre 2016/8 Septembre 2016.

Pl@ntNet, une plate-forme innovante d'agrégation et partage d'observations botaniques. Barthélémy Daniel, Boujemaa Nozha, Molino Jean-François, Joly Alexis, Goeau Hervé, Bakic Vera, Selmi Souheil, Champ Julien, Carré Jennifer, Chouet Mathias, Peronnet Aurélien, Vignau Christel, Dufour-Kowalski Samuel, Affouard Antoine, Barbe Julien, Bonnet Pierre. 2016. In : Botanists of the twenty-first century: roles, challenges and opportunities = Quels botanistes pour le 21e siècle ? Métiers, enjeux et opportunités. Rakotoarisoa Noëline R. (ed.), Blackmore Stephen (ed.), Riera Bernard (ed.). Paris : UNESCO, 191-197. ISBN 978-92-3-100120-8 UNESCO International Conference: Botanists of the twenty-first century, Paris, France, 22 Septembre 2014/25 Septembre 2014.

Plant identification: man vs. machine. LifeCLEF 2014 plant identification challenge. Bonnet Pierre, Joly Alexis, Goeau Hervé, Champ Julien, Vignau Christel, Molino Jean-François, Barthélémy Daniel, Boujemaa Nozha. 2016. Multimedia Tools and Applications, 75 (3) : 1647-1665.

An image-based Plant identification platform for thousands of species. Bonnet Pierre, Joly Alexis, Champ Julien, Goeau Hervé, Dufour-Kowalski Samuel, Affouard Antoine, Lombardo Jean-Christophe, Wang Sen, Carrée Jennifer, Molino Jean-François, Boujemaa Nozha, Barthélémy Daniel. 2016. In : Tropical ecology and society reconciliating conservation and sustainable use of biodiversity. Program and abstracts. Plinio Sist (ed.), Stéphanie Carrière (ed.), Pia Parolin (ed.), Pierre-Michel Forget (ed.). ATBC. Storrs : ATBC, Résumé, p. 346. Annual Meeting of the Association for Tropical Biology and Conservation (ATBC 2016), Montpellier, France, 19 Juin 2016/23 Juin 2016.

A look inside the Pl@ntNet experience. The good, the bias and the hope. Joly Alexis, Bonnet Pierre, Goeau Hervé, Barbe Julien, Selmi Souheil, Champ Julien, Dufour-Kowalski Samuel, Affouard Antoine, Carré Jennifer, Molino Jean-François, Boujemaa Nozha, Barthélémy Daniel. 2016. Multimedia Systems, 22 (6) : 751-766.

LifeCLEF 2015: Multimedia life species identification challenges. Joly Alexis, Goeau Hervé, Glotin Hervé, Spampinato Concetto, Bonnet Pierre, Vellinga Willem-Pier, Planqué Robert, Rauber Andreas, Palazzo Simone, Fisher Bob, Müller Henning. 2015. In : Experimental IR meets multilinguality, multimodality, and interaction. Mothe Josiane (ed.), Savoy Jacques (ed.), Kamps Jaap (ed.), Pinel-Sauvagna Karen (ed.), Jones Gareth J.F. (ed.), San Juan Eric (ed.), Capello Linda (ed.), Ferro Nicola (ed.). Cham : Springer, 462-483. (Lecture Notes in Computer Science, 9283) ISBN 978-3-319-24026-8 International Conference of the CLEF Association (CLEF 2015). 6, Toulouse, France, 8 Septembre 2015/11 Septembre 2015.

DataManager, un système novateur de gestion et d'échange de données botaniques distribuées. Dufour-Kowalski Samuel, Chouet Mathias, Affouard Antoine, Milcent Jean-Pascal, Duché Grégoire, Liens Benjamin, Bonnet Pierre, Le Bourgeois Thomas, Joly Alexis, Goeau Hervé, Barthélémy Daniel, Molino Jean-François. 2014. In : Conférence internationale : Quels botanistes pour le XXIème siècle? Métiers, enjeux, opportunités, 22-25 septembre 2014, Paris, France. UNESCO. s.l. : s.n., 1 p. Conférence internationale : Quels botanistes pour le XXIème siècle? Métiers, enjeux, opportunités, Paris, France, 22 Septembre 2014/25 Septembre 2014.

Interactive plant identification based on social image data. Joly Alexis, Goeau Hervé, Bonnet Pierre, Bakic Vera, Barbe Julien, Selmi Souheil, Yahiaoui Itheri, Carré Jennifer, Mouysset Elise, Molino Jean-François, Boujemaa Nozha, Barthélémy Daniel. 2014. Ecological Informatics, 23 : 22-34.

LifeCLEF plant identification task 2014. Goeau Hervé, Joly Alexis, Bonnet Pierre, Selmi Souheil, Molino Jean-François, Barthélémy Daniel, Boujemaa Nozha. 2014. In : Working Notes for CLEF 2014 Conference, Sheffield, United Kingdom, September 15-18, 2014. Linda Cappellato, Nicola Ferro, Martin Halvey, Wessel Kraaij (eds.). s.l. : CEUR-WS, 585-597. (CEUR Workshop Proceedings, 1180) Conference and Labs of the Evaluation Forum, Sheffield, Royaume-Uni, 15 Septembre 2014/18 Septembre 2014.

Pl@ntNet's participation at LifeCLEF 2014 plant identifiation task. Goeau Hervé, Joly Alexis, Yahiaoui Itheri, Bakic Vera, Verroust-Blondet Anne, Bonnet Pierre, Barthélémy Daniel, Boujemaa Nozha, Molino Jean-François. 2014. In : Working Notes for CLEF 2014 Conference, Sheffield, United Kingdom, September 15-18, 2014. Linda Cappellato, Nicola Ferro, Martin Halvey, Wessel Kraaij (eds.). s.l. : CEUR-WS, 724-737. (CEUR Workshop Proceedings, 1180) Conference and Labs of the Evaluation Forum, Sheffield, Royaume-Uni, 15 Septembre 2014/18 Septembre 2014.

ImageCLEF 2013: the vision, the data and the open challenges. Caputo Barbara, Müller Henning, Thomee Bart, Villegas Mauricio, Paredes Roberto, Zellhofer David, Goeau Hervé, Joly Alexis, Bonnet Pierre, Martinez Gomez Jésus, Garcia Varea Ismael, Cazorla Miguel. 2013. In : Information access evaluation. Multilinguality, multimodality, and visualization : 4th International Conference of the CLEF Initiative, CLEF 2013, Valencia, Spain, September 23-26, 2013. Proceedings. Forner Pamela (ed.), Müller Henning (ed.), Paredes Roberto (ed.), Rosso Paolo (ed.), Stein Benno (ed.). CLEF Initiative. Heidelberg : Springer [Allemagne], 250-268. (Lecture Notes in Computer Science, 8138) ISBN 978-3-642-40801-4 International Conference of the CLEF Initiative. 4, Valence, Espagne, 23 Septembre 2013/26 Septembre 2013.