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@ARTICLE{Dellen:139562,
author = {Dellen, B. and Scharr, Hanno and Torras, C.},
title = {{G}rowth signature of rosette plants from time-lapse video},
journal = {IEEE ACM transactions on computational biology and
bioinformatics},
volume = {PP},
number = {99},
issn = {1557-9964},
address = {New York, NY},
publisher = {IEEE},
reportid = {FZJ-2013-05546},
pages = {1-11},
year = {2015},
abstract = {Plant growth is a dynamic process, and the precisecourse of
events during early plant development is of majorinterest
for plant research. In this work, we investigate thegrowth
of rosette plants by processing time-lapse videos ofgrowing
plants, where we use Nicotiana tabacum (tobacco) asa model
plant. In each frame of the video sequences, potentialleaves
are detected using a leaf-shape model. These detectionsare
prone to errors due to the complex shape of plants andtheir
changing appearance in the image, depending on leafmovement,
leaf growth, and illumination conditions. To copewith this
problem, we employ a novel graph-based trackingalgorithm
which can bridge gaps in the sequence by linkingleaf
detections across a range of neighboring frames. We use
theoverlap of fitted leaf models as a pairwise similarity
measure, andforbid graph edges that would link leaf
detections within a singleframe. We tested the method on a
set of tobacco-plant growthsequences, and could track the
first leaves of the plant, includingpartially or temporarily
occluded ones, along complete sequences,demonstrating the
applicability of the method to automatic plantgrowth
analysis. All seedlings displayed approximately the
samegrowth behavior, and a characteristic growth signature
wasfound.},
cin = {IBG-2},
ddc = {620},
cid = {I:(DE-Juel1)IBG-2-20101118},
pnm = {582 - Plant Science (POF3-582)},
pid = {G:(DE-HGF)POF3-582},
typ = {PUB:(DE-HGF)16},
UT = {WOS:000368292400027},
doi = {10.1109/TCBB.2015.2404810},
url = {https://juser.fz-juelich.de/record/139562},
}