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037 _ _ |a FZJ-2015-00492
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100 1 _ |a Aksoy, Eren Erdal
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245 _ _ |a Modeling leaf growth of rosette plants using infrared stereo image sequences
260 _ _ |a Amsterdam [u.a.]
|c 2015
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336 7 _ |a Journal Article
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520 _ _ |a In this paper, we present a novel multi-level procedure for finding and tracking leaves of a rosette plant, in our case up to 3 weeks old tobacco plants, during early growth from infrared-image sequences. This allows measuring important plant parameters, e.g. leaf growth rates, in an automatic and non-invasive manner. The procedure consists of three main stages: preprocessing, leaf segmentation, and leaf tracking. Leaf-shape models are applied to improve leaf segmentation, and further used for measuring leaf sizes and handling occlusions. Leaves typically grow radially away from the stem, a property that is exploited in our method, reducing the dimensionality of the tracking task. We successfully tested the method on infrared image sequences showing the growth of tobacco-plant seedlings up to an age of about 30 days, which allows measuring relevant plant growth parameters such as leaf growth rate. By robustly fitting a suitably modified autocatalytic growth model to all growth curves from plants under the same treatment, average plant growth models could be derived. Future applications of the method include plant-growth monitoring for optimizing plant production in green houses or plant phenotyping for plant research.
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700 1 _ |a Abramov, Alexey
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700 1 _ |a Wörgötter, Florentin
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700 1 _ |a Scharr, Hanno
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700 1 _ |a Fischbach, Andreas
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700 1 _ |a Dellen, Babette
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773 _ _ |a 10.1016/j.compag.2014.10.020
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