preprintArXiv.orgSep 25, 2025GREEN OA

Plant identification in an open-world (LifeCLEF 2016)

Laboratoire d'Informatique, de Robotique et de Microélectronique de Montpellier · Institut National Polytechnique de Toulouse · +3 more institutions

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Abstract

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 2016-th edition was actually conducted on a set of more than 110K images illustrating 1000 plant species living in West Europe, built through a large-scale participatory sensing platform initiated in 2011 and which now involves tens of thousands of contributors. The main novelty over the previous years is that the identification task was evaluated as an open-set recognition problem, i.e. a problem in which the recognition system has to be robust to unknown and never seen categories. Beyond the brute-force…

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