A Comparative Study of Fine-grained Classification Methods in the Context of the LifeCLEF Plant Identification Challenge 2015. - Julien Champ; Titouan Lorieul; Maximilien Servajean; Alexis Joly (CLEF (Working Notes), 2015)

Static and dynamic autopsy of deep networks. - Titouan Lorieul; Antoine Ghorra; Bernard Mérialdo (CBMI, 2016)

Categorizing plant images at the variety level: Did you say fine-grained? - Julien Champ; Titouan Lorieul; Pierre Bonnet; Najate Maghnaoui; Christophe Sereno; Thierry Dessup; Jean-Michel Boursiquot; Laurent Audeguin; Thierry Lacombe; Alexis Joly (Pattern Recognit. Lett., 2016)

Overview of LifeCLEF Location-based Species Prediction Task 2020 (GeoLifeCLEF). - Benjamin Deneu; Titouan Lorieul; Elijah Cole; Maximilien Servajean; Christophe Botella; Pierre Bonnet; Alexis Joly (CLEF (Working Notes), 2020)

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; et al. (CLEF, 2020)

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; et al. (ECIR (2), 2020)

The GeoLifeCLEF 2020 Dataset. - Elijah Cole; Benjamin Deneu; Titouan Lorieul; Maximilien Servajean; Christophe Botella; Dan Morris 001; Nebojsa Jojic; Pierre Bonnet; Alexis Joly (CoRR, 2020)

Uncertainty in predictions of deep learning models for fine-grained classification. (Incertitude des prédictions dans les modèles d'apprentissage profonds appliqués à la classification fine). - Titouan Lorieul (2020)

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; et al. (CLEF, 2021)

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 (CLEF (Working Notes), 2021)

Multi-Label Learning From Single Positive Labels. - Elijah Cole; Oisin Mac Aodha; Titouan Lorieul; Pietro Perona; Dan Morris 001; Nebojsa Jojic (CVPR, 2021)

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; et al. (ECIR (2), 2021)

Pl@ntNet-300K: a plant image dataset with high label ambiguity and a long-tailed distribution. - Camille Garcin; Alexis Joly; Pierre Bonnet; Antoine Affouard; Jean-Christophe Lombardo; Mathias Chouet; Maximilien Servajean; Titouan Lorieul; Joseph Salmon (NeurIPS Datasets and Benchmarks, 2021)

Set-valued classification - overview via a unified framework. - Evgenii Chzhen; Christophe Denis; Mohamed Hebiri; Titouan Lorieul (CoRR, 2021)

Classification Under Ambiguity: When Is Average-K Better Than Top-K? - Titouan Lorieul; Alexis Joly; Dennis E. Shasha (CoRR, 2021)

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; et al. (CLEF, 2022)

Species Distribution Modeling based on aerial images and environmental features with Convolutional Neural Networks. - César Leblanc; Alexis Joly; Titouan Lorieul; Maximilien Servajean; Pierre Bonnet (CLEF (Working Notes), 2022)

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 (CLEF (Working Notes), 2022)

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; et al. (ECIR (2), 2022)

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; et al. (ECIR (3), 2023)

MALPOLON: A Framework for Deep Species Distribution Modeling. - Théo Larcher; Lukás Picek; Benjamin Deneu; Titouan Lorieul; Maximilien Servajean; Alexis Joly (BMVC Workshops, 2024)