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Interactive plant identification based on social image data
- Source :
- Ecological Informatics, Ecological Informatics, Elsevier, 2014, 23, pp.22-34. ⟨10.1016/j.ecoinf.2013.07.006⟩, Ecological Informatics, 2014, 23, pp.22-34. ⟨10.1016/j.ecoinf.2013.07.006⟩
- Publication Year :
- 2014
-
Abstract
- International audience; Speeding up the collection and integration of raw botanical observation data is a crucial step towards a sustainable development of agriculture and the conservation of biodiversity. Initiated in the context of a citizen sciences project, the main contribution of this paper is an innovative collaborative workflow focused on image-based plants identification as a mean to enlist new contributors and facilitate access to botanical data. Since 2010, hundreds of thousands of geo-tagged and dated plantphotographs were collected and revised by hundreds of novice, amateur and expert botanists of a specialized social network. An image-based identification tool - available as both a web and a mobile application - is synchronized with that growing data and allows any user to query or enrich the system with new observations. An important originality is that it works with up to five different organs contrarily to previous approaches that mainly relied on the leaf. This allows querying the system at any period of the year and with complementary images composing a plant observation. Extensive experiments of the visual search engine as well as system-oriented and user-oriented evaluations of the application show that it is already very helpful to determine a plant among hundreds or thousands of species. At the time of writing, the whole framework covers about half of the plant species living in France (2200 species), which already makes it the widest existing automated identification tool(with its imperfections).
- Subjects :
- Identification
Computer science
computer.software_genre
Plant identification
Photographie
Citizen science
Collaborative
ComputingMilieux_MISCELLANEOUS
Social network
Surveillance
Retrieval
Ecology
Applied Mathematics
Ecological Modeling
F70 - Taxonomie végétale et phytogéographie
Computer Science Applications
Botanique
Identification (information)
Multimedia
Computational Theory and Mathematics
C30 - Documentation et information
Flower
Modeling and Simulation
Système expert
Système d'information
Collecte de données
Crowdsourcing
Plante
Visual
Analyse d'image
Monitoring
Distribution géographique
Visual search engine
Context (language use)
Machine learning
Surveillance de l’environnement
Bark
Botaniste
[INFO]Computer Science [cs]
Ecology, Evolution, Behavior and Systematics
business.industry
Plant
Taxonomie
15. Life on land
Data science
Botanist
Leaf
Workflow
INFORMATIQUE
Multi-organ
Fruit
Pl@ntNet
Images
Image
Computer vision
Artificial intelligence
business
computer
Service d'information
Subjects
Details
- Language :
- English
- ISSN :
- 15749541
- Database :
- OpenAIRE
- Journal :
- Ecological Informatics, Ecological Informatics, Elsevier, 2014, 23, pp.22-34. ⟨10.1016/j.ecoinf.2013.07.006⟩, Ecological Informatics, 2014, 23, pp.22-34. ⟨10.1016/j.ecoinf.2013.07.006⟩
- Accession number :
- edsair.doi.dedup.....8baf490c153850e09943e3ae45eda6f4
- Full Text :
- https://doi.org/10.1016/j.ecoinf.2013.07.006⟩