Literature DB >> 25381112

A complete system for 3D reconstruction of roots for phenotypic analysis.

Pankaj Kumar1, Jinhai Cai, Stanley J Miklavcic.   

Abstract

Here we present a complete system for 3D reconstruction of roots grown in a transparent gel medium or washed and suspended in water. The system is capable of being fully automated as it is self calibrating. The system starts with detection of root tips in root images from an image sequence generated by a turntable motion. Root tips are detected using the statistics of Zernike moments on image patches centred on high curvature points on root boundary and Bayes classification rule. The detected root tips are tracked in the image sequence using a multi-target tracking algorithm. Conics are fitted to the root tip trajectories using a novel ellipse fitting algorithm which weighs the data points by its eccentricity. The conics projected from the circular trajectory have a complex conjugate intersection which are image of the circular points. Circular points constraint the image of the absolute conics which are directly related to the internal parameters of the camera. The pose of the camera is computed from the image of the rotation axis and the horizon. The silhouettes of the roots and camera parameters are used to reconstruction the 3D voxel model of the roots. We show the results of real 3D reconstruction of roots which are detailed and realistic for phenotypic analysis.

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Year:  2015        PMID: 25381112     DOI: 10.1007/978-3-319-10984-8_14

Source DB:  PubMed          Journal:  Adv Exp Med Biol        ISSN: 0065-2598            Impact factor:   2.622


  2 in total

1.  RootAnalyzer: A Cross-Section Image Analysis Tool for Automated Characterization of Root Cells and Tissues.

Authors:  Joshua Chopin; Hamid Laga; Chun Yuan Huang; Sigrid Heuer; Stanley J Miklavcic
Journal:  PLoS One       Date:  2015-09-23       Impact factor: 3.240

2.  Detection and analysis of wheat spikes using Convolutional Neural Networks.

Authors:  Md Mehedi Hasan; Joshua P Chopin; Hamid Laga; Stanley J Miklavcic
Journal:  Plant Methods       Date:  2018-11-15       Impact factor: 4.993

  2 in total

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