Reconstructing plants in 3D from a single image using analysis-by-synthesis

Guénard Jérôme, Morin Géraldine, Boudon Frédéric, Charvillat Vincent. 2013. Reconstructing plants in 3D from a single image using analysis-by-synthesis. In : Advances in visual computing : 9th International Symposium, ISVC 2013, Rethymnon, Crete, Greece, July 29-31, 2013. Proceedings, Part I. Bebis George (ed.), Boyle Richard (ed.), Parvin Bahram (ed.). Heidelberg : Springer [Allemagne], 322-332. (Lecture Notes in Computer Science, 8033) ISBN 978-3-642-41913-3 International Symposium on Visual Computing. 9, Rethymnon, Grèce, 29 Juillet 2013/31 Juillet 2013.

Résumé : Mature computer vision techniques allow the reconstruction of challenging 3D objects from images. However, due to high complexity of plant topology, dedicated methods for generating 3D plant models must be devised. We propose to generate a 3D model of a plant, using an analysis-by-synthesis method mixing information from a single image and a priori knowledge of the plant species. First, our dedicated skeletonisation algorithm generates a possible branching structure from the foliage segmentation. Then, a 3D generative model, based on a parametric model of branching systems that takes into account botanical knowledge is built. The resulting skeleton follows the hierarchical organisation of natural branching structures. An instance of a 3D model can be generated. Moreover, varying parameter values of the generative model (main branching structure of the plant and foliage), we produce a series of candidate models. The reconstruction is improved by selecting the model among these proposals based on a matching criterion with the image. Realistic results obtained on different species of plants illustrate the performance of the proposed method.

Classification Agris : U10 - Informatique, mathématiques et statistiques
F50 - Anatomie et morphologie des plantes

Auteurs et affiliations

• Guénard Jérôme, IRIT (FRA)
• Morin Géraldine, IRIT (FRA)
• Boudon Frédéric, CIRAD-BIOS-UMR AGAP (FRA) ORCID: 0000-0001-9636-3102
• Charvillat Vincent, IRIT (FRA)

Source : Cirad - Agritrop (https://agritrop.cirad.fr/571748/)

Métriques

[ Page générée et mise en cache le 2024-11-21 ]