New perspectives on plant disease characterization based on deep learning von Lee, Sue Han, Goëau, Hervé, Bonnet, Pierre, Joly, Alexis

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Going deeper in the automated identification of Herbarium specimens von Carranza-Rojas, Jose, Goeau, Herve, Bonnet, Pierre, Mata-Montero, Erick, Joly, Alexis

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Attention-Based Recurrent Neural Network for Plant Disease Classification von Lee, Sue Han, Goëau, Hervé, Bonnet, Pierre, Joly, Alexis

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Instance segmentation for the fine detection of crop and weed plants by precision agricultural robots von Champ, Julien, Mora‐Fallas, Adan, Goëau, Hervé, Mata‐Montero, Erick, Bonnet, Pierre, Joly, Alexis

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Self-supervised learning of Vision Transformers for digital soil mapping using visual data von Tresson, Paul, Dumont, Maxime, Jaeger, Marc, Borne, Frédéric, Boivin, Stéphane, Marie-Louise, Loïc, François, Jérémie, Boukcim, Hassan, Goëau, Hervé

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A look inside the Pl@ntNet experience: The good, the bias and the hope von Joly, Alexis, Bonnet, Pierre, Goëau, Hervé, Barbe, Julien, Selmi, Souheil, Champ, Julien, Dufour-Kowalski, Samuel, Affouard, Antoine, Carré, Jennifer, Molino, Jean-François, Boujemaa, Nozha, Barthélémy, Daniel

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Interactive plant identification based on social image data von Joly, Alexis, Goëau, Hervé, Bonnet, Pierre, Bakić, Vera, Barbe, Julien, Selmi, Souheil, Yahiaoui, Itheri, Carré, Jennifer, Mouysset, Elise, Molino, Jean-François, Boujemaa, Nozha, Barthélémy, Daniel

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Can Artificial Intelligence Help in the Study of Vegetative Growth Patterns from Herbarium Collections? An Evaluation of the Tropical Flora of the French Guiana Forest von Goëau, Hervé, Lorieul, Titouan, Heuret, Patrick, Joly, Alexis, Bonnet, Pierre

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Estimating Compositions and Nutritional Values of Seed Mixes Based on Vision Transformers von Mehreen, Shamprikta, Goëau, Hervé, Bonnet, Pierre, Chau, Sophie, Champ, Julien, Joly, Alexis

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A look inside the Pl@ntNet experience von Joly, Alexis, Bonnet, Pierre, Goëau, Hervé, Barbe, Julien, Selmi, Souheil, Champ, Julien, Dufour-Kowalski, Samuel, Affouard, Antoine, Carré, Jennifer, Molino, Jean-François, Nozha Boujemaa, Barthélémy, Daniel

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Overview of LifeCLEF 2018: A Large-Scale Evaluation of Species Identification and Recommendation Algorithms in the Era of AI von Joly, Alexis, Goëau, Hervé, Botella, Christophe, Glotin, Hervé, Bonnet, Pierre, Vellinga, Willem-Pier, Planqué, Robert, Müller, Henning

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A new fine‐grained method for automated visual analysis of herbarium specimens: A case study for phenological data extraction von Goëau, Hervé, Mora‐Fallas, Adán, Champ, Julien, Love, Natalie L. Rossington, Mazer, Susan J., Mata‐Montero, Erick, Joly, Alexis, Bonnet, Pierre

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Toward a large‐scale and deep phenological stage annotation of herbarium specimens: Case studies from temperate, tropical, and equatorial floras von Lorieul, Titouan, Pearson, Katelin D., Ellwood, Elizabeth R., Goëau, Hervé, Molino, Jean‐Francois, Sweeney, Patrick W., Yost, Jennifer M., Sachs, Joel, Mata‐Montero, Erick, Nelson, Gil, Soltis, Pamela S., Bonnet, Pierre, Joly, Alexis

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Synergizing Digital, Biological, and Participatory Sciences for Global Plant Species Identification: Enabling access to a worldwide identification service von Bonnet, Pierre, Affouard, Antoine, Lombardo, Jean-Christophe, Chouet, Mathias, Gresse, Hugo, Hequet, Vanessa, Palard, Remi, Fromholtz, Maxime, Espitalier, Vincent, Goëau, Hervé, Deneu, Benjamin, Botella, Christophe, Estopinan, Joaquim, Leblanc, César, Servajean, Maximilien, Munoz, François, Joly, Alexis

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Machine Learning Undercounts Reproductive Organs on Herbarium Specimens but Accurately Derives Their Quantitative Phenological Status: A Case Study of Streptanthus tortuosus von Love, Natalie L. R., Bonnet, Pierre, Goëau, Hervé, Joly, Alexis, Mazer, Susan J.

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Plant identification: man vs. machine: LifeCLEF 2014 plant identification challenge von Bonnet, Pierre, Joly, Alexis, Goëau, Hervé, Champ, Julien, Vignau, Christel, Molino, Jean-François, Barthélémy, Daniel, Boujemaa, Nozha

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LifeCLEF 2015: Multimedia Life Species Identification Challenges von Joly, Alexis, Goëau, Hervé, Glotin, Hervé, Spampinato, Concetto, Bonnet, Pierre, Vellinga, Willem-Pier, Planqué, Robert, Rauber, Andreas, Palazzo, Simone, Fisher, Bob, Müller, Henning

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Overview of LifeCLEF 2019: Identification of Amazonian Plants, South & North American Birds, and Niche Prediction von Joly, Alexis, Goëau, Hervé, Botella, Christophe, Kahl, Stefan, Servajean, Maximillien, Glotin, Hervé, Bonnet, Pierre, Planqué, Robert, Robert-Stöter, Fabian, Vellinga, Willem-Pier, Müller, Henning

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Overview of LifeCLEF 2022: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction von Joly, Alexis, Goëau, 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, Šulc, Milan, Hrúz, Marek

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Revolutionizing Plant Pathogen Conservation: The Past, Present, and Future of AI in Preserving Natural Ecosystems von Lee, Sue Han, Liaw, Zhe Rui, Chai, Yu Hao, Ng, Shien Lin, Bonnet, Pierre, Goëau, Hervé, Joly, Alexis

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