ArXiv.org · 2025 · 78 citations · 27 references
Life SciencesBotanyPlant SciencesPlant AnatomyPlant MorphologyPlant TaxonomyPlant BiodiversityPlant IdentificationBotanical IconographyBotanical PhotographyCitizen Science IdentificationContent-based Image RetrievalHerbaceous StemsPlant Life-form ClassificationPlant PhotographyRetrieval
The LifeCLEF plant identification challenge aims at evaluating plant identification methods and systems at a very large scale, close to the conditions of a real-world biodiversity monitoring scenario. The 2015 evaluation was actually conducted on a set of more than 100K images illustrating 1000 plant species living in West Europe. The main originality of this dataset is that it was built through a large-scale participatory sensing plateform initiated in 2011 and which now involves tens of thousands of contributors. This overview presents more precisely the resources and assessments of the challenge, summarizes the approaches and systems employed by the participating research groups, and provides an analysis of the main outcomes.
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ImageNet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher et al. · 2009 IEEE Conference on Computer Vision and Pattern Recognition · 2009 · 61.8K citations
Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia et al. · 2015 · 46.8K citations
Pattern Recognition and Machine Learning
Journal of Electronic Imaging · 2007 · 22.1K citations
Leo Breiman · Machine Learning · 1996 · 17K citations · Full text