Deep learning and computer vision will transform entomology

TT Høye, J Ärje, K Bjerge, OLP Hansen… - Proceedings of the …, 2021 - pnas.org
Most animal species on Earth are insects, and recent reports suggest that their abundance is
in drastic decline. Although these reports come from a wide range of insect taxa and regions …

Overview of lifeclef 2024: Challenges on species distribution prediction and identification

A Joly, L Picek, S Kahl, H Goëau, V Espitalier… - … Conference of the Cross …, 2024 - Springer
Biodiversity monitoring using machine learning and AI-based approaches is becoming
increasingly popular. It allows for providing detailed information on species distribution and …

Overview of lifeclef 2022: an evaluation of machine-learning based species identification and species distribution prediction

A Joly, H Goëau, S Kahl, L Picek, T Lorieul… - … Conference of the Cross …, 2022 - Springer
Building accurate knowledge of the identity, the geographic distribution and the evolution of
species is essential for the sustainable development of humanity, as well as for biodiversity …

Plant recognition by AI: Deep neural nets, transformers, and kNN in deep embeddings

L Picek, M Šulc, Y Patel, J Matas - Frontiers in plant science, 2022 - frontiersin.org
The article reviews and benchmarks machine learning methods for automatic image-based
plant species recognition and proposes a novel retrieval-based method for recognition by …

Overview of lifeclef 2023: evaluation of ai models for the identification and prediction of birds, plants, snakes and fungi

A Joly, C Botella, L Picek, S Kahl, H Goëau… - … Conference of the Cross …, 2023 - Springer
Biodiversity monitoring through AI approaches is essential, as it enables the efficient
analysis of vast amounts of data, providing comprehensive insights into species distribution …

Overview of lifeclef 2020: a system-oriented evaluation of automated species identification and species distribution prediction

A Joly, H Goëau, S Kahl, B Deneu, M Servajean… - … Conference of the Cross …, 2020 - Springer
Building accurate knowledge of the identity, the geographic distribution and the evolution of
species is essential for the sustainable development of humanity, as well as for biodiversity …

Quantifying tropical plant diversity requires an integrated technological approach

FC Draper, TR Baker, C Baraloto, J Chave… - Trends in Ecology & …, 2020 - cell.com
Tropical biomes are the most diverse plant communities on Earth, and quantifying this
diversity at large spatial scales is vital for many purposes. As macroecological approaches …

How citizen scientists contribute to monitor protected areas thanks to automatic plant identification tools

P Bonnet, A Joly, JM Faton, S Brown… - Ecological Solutions …, 2020 - Wiley Online Library
Successful monitoring and management of plant resources worldwide needs the
involvement of civil society to support natural reserve managers. Because it is difficult to …

[PDF][PDF] Overview of BirdCLEF 2019: large-scale bird recognition in soundscapes

S Kahl, FR Stöter, H Goëau, H Glotin… - … -conference and labs …, 2019 - hal.umontpellier.fr
The BirdCLEF challenge-as part of the 2019 LifeCLEF Lab [7]-offers a large-scale proving
ground for system-oriented evaluation of bird species identification based on audio …