DocumentCode :
3579949
Title :
High-throughput 3D reconstruction of plant shoots for phenotyping
Author :
Kumar, Pankaj ; Connor, Jason ; Mikiavcic, Stan
Author_Institution :
Phenomics & Bioinf. Res. Centre, Univ. of South Australia, Mawson Lakes, SA, Australia
fYear :
2014
Firstpage :
211
Lastpage :
216
Abstract :
In this paper we report on development and analysis of a high throughput 3D reconstruction set-up for reconstructing cereal plants grown in pots for their phenotypic analysis. We are motivated with the idea of accurate and high-throughput reconstruction of shoots. We have developed a turntable setup for high-throughput and high accuracy 3D reconstruction of plant shoots, where the plants stays stationary and the camera moves on a circular path to take multi-view digital images. The leaves of cereal plants like wheat, barley, corn, etc. are very delicate and their movement during imaging causes errors in the volumetric reconstruction of the shoots. The synchronization of the turntable and camera has been designed by us. A novel and easy to use camera calibration for single axis motion is designed and implemented. Visual hull algorithm has been used for 3D reconstruction. We analyse results of reconstruction for three different modes of image acquisition against ground truth with respect to time taken for imaging and the number of images used. In results we obtain phenotypic quality 3D volumetric reconstruction with an acquisition time of less than a minute per potted plant.
Keywords :
botany; cameras; crops; feature extraction; image reconstruction; image segmentation; synchronisation; barley; camera calibration; camera synchronization; cereal plant leaves; circular path; corn; ground truth; high-throughput cereal plant shoot reconstruction; high-throughput high-accuracy 3D reconstruction; image acquisition time; multiview digital images; phenotypic analysis; phenotypic quality 3D volumetric reconstruction; single-axis motion; stationary plants; turntable synchronization; visual hull algorithm; volumetric shoot reconstruction; wheat; Biomass; Calibration; Cameras; Image reconstruction; Image segmentation; Three-dimensional displays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2014 13th International Conference on
Type :
conf
DOI :
10.1109/ICARCV.2014.7064306
Filename :
7064306
Link To Document :
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