2025 | Journal paper

Adapting a global plant identification model to detect invasive alien plant species in high-resolution road side images

Authors: Vincent Espitalier, Hervé Goëau, Christophe Botella, Mads Dyrmann, Toke T. Hoye, Pierre Bonnet, Alexis Joly

Status: Published
Journal: Ecological Informatics
Volume/Issue: Volume 89, November 2025
Publisher: Elsevier

2025 | Journal paper

Data of vegetation structure metrics retrieved from airborne laser scanning surveys for European demonstration sites

Authors: W. Daniel Kissling, Wessel Mulder, Jinhu Wang, Yifang Shi

Status: Published
Journal: Data in Brief
Volume/Issue: 60
Publisher: Elsevier

2025 | Journal paper

Emerging technologies for pollinator monitoring

Authors: Toke T Høye, Matteo Montagna, Bas Oteman, David B Roy

Status: Published
Journal: Current Opinion in Insect Science
Volume/Issue: 69
Publisher: Elsevier

2025 | Other

Learning the syntax of plant assemblages

Authors: César Leblanc, Pierre Bonnet, Alexis Joly, et al.

Status: Published
Journal: British Ecological Society
Publisher: Nature Portfolio

2025 | Journal paper

Cooperative learning of Pl@ntNet's Artificial Intelligence algorithm: how does it work and how can we improve it?

Authors: Tanguy Lefort, Antoine Affouard, Benjamin Charlier, Jean-Christophe Lombardo, Mathias Chouet, Hervé Goëau, Joseph Salmon, Pierre Bonnet, Alexis Joly

Status: Published
Journal: Methods in Ecology and Evolution
Volume/Issue: Volume 16, Issue 2
Publisher: Wiley

2025 | Other

A predictive approach to determining the joint conservation status of species | Une approche prédictive de la détermination du statut de conservation conjoint des espèces

Authors: Joaquim Estopinan

Status: Published
Journal: AGRIS - International System for Agricultural Science and Technology
Publisher: HAL CCSD

2025 | Journal paper

Challenges in Using AI-Based Citizen-Generated Plant Observations as Forensic Evidence in Biodiversity Investigations

Authors: Bonnet P, Affouard A, Chouet M, Lombardo J-C, Gresse H, Paillot T, Hequet V, Goëau H, Joly A

Status: Published

2025 | Journal paper

GeoPl@ntNet: A High-Resolution Biodiversity Mapping Platform for Environmental Forensics

Authors: Palard R, Leblanc C, Picek L, Deneu B, Paillot T, Affouard A, Chouet M, Servajean M, Bonnet P, Joly A

Status: Published

2025 | Journal paper

PlantCLEF 2025: Advancing AI-based Multi-Species Plant Identification in Vegetation Quadrats for Supporting Environmental Law and Biodiversity Monitoring

Authors: Martellucci G, Goëau H, Bonnet P, Vinatier F, Joly A

Status: Published

2024 | Journal paper

Towards consistently measuring and monitoring habitat condition with airborne laser scanning and unmanned aerial vehicles

Authors: W.D. Kissling, Y. Shi, J.Wang, A.Walicka, C.George, J.E. Moeslund, F. Gerard

Status: Published
Journal: Ecological Indicators
Volume/Issue: 169
Publisher: Elsevier

2024 | Journal paper

Generalization in birdsong classification: impact of transfer learning methods and dataset characteristics

Authors: Ghani B., Kalkman V. J., et al.

Status: Published

2024 | Other

PlantCLEF 2024 pretrained models on the flora of the south western Europe based on a subset of Pl@ntNet collaborative images and a ViT base patch 14 dinoV2

Authors: Goëau H., Lombardo J.-C., et al.

Status: Published

2024 | Other

Overview of PlantCLEF 2024: multi-species plant identification in vegetation plot images

Authors: Goëau H., Espitalier V., Bonnet P., Joly A.

Status: Published

2024 | Journal paper

Datasets for testing the robustness of LiDAR vegetation metrics to varying point densities

Authors: Wang J., Shi Y., Kissling W. D.

Status: Published

2024 | Other

Repository of camera trap data recorded during three pilot studies of the Amsterdamse Waterleidingduinen

Authors: Evans J. C., Zilber R., Kissling W. D.

Status: Published