Lamina2Shape—An image processing tool for an explicit description of lamina shape tested on winter wheat ( Triticum aestivum L.)

Measurement of dimensions, area and shape of individual laminae is required in many agronomic studies, especially in spite of the increasing use of 3D crop models. To assess variation in lamina shape quantitatively, usually a large number of samples are required and methods to analyze leaf shape are...

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Published inComputers and electronics in agriculture Vol. 70; no. 1; pp. 217 - 224
Main Authors Dornbusch, Tino, Andrieu, Bruno
Format Journal Article
LanguageEnglish
Published Amsterdam Elsevier B.V 2010
[Amsterdam]: Elsevier Science
Elsevier
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ISSN0168-1699
1872-7107
DOI10.1016/j.compag.2009.10.009

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Abstract Measurement of dimensions, area and shape of individual laminae is required in many agronomic studies, especially in spite of the increasing use of 3D crop models. To assess variation in lamina shape quantitatively, usually a large number of samples are required and methods to analyze leaf shape are often laborious and time-consuming. We propose Lamina2Shape, an algorithm that allows an efficient processing of lamina images to analyze their shape and tested it on winter wheat ( Triticum aestivum L. cv. Soissons). There, images of laminae were obtained using a flat-bed scanner. Using these images, laminae were discriminated from a unicolored background based on thresholds for the ratio of pixel values (0 ≤ I ≤ 255) in the red, green and blue channels ( I blue/ I red ≤ 1.23 and I blue/ I green/ ≤ 1.10). Following, a numerical lamina width function w ( l ) is computed for each lamina in the image as an explicit description of their dimensions (length, width, and area) and shape. The accuracy of the algorithm was assessed by tests performed for the two main steps of the procedure: background discrimination and computation of w ( l ) . The accuracy of background discrimination was tested by comparing values for area measured by manual cropping of laminae to the corresponding values computed with Lamina2Shape. Both yielded almost the same results. The accuracy of computation of w ( l ) was tested using images of predefined shape simulated with a lamina shape model. The algorithm was able to re-compute the predefined shape with high accuracy. We applied Lamina2Shape to quantify dimensions and shape of cereal laminae. Examples presented were from an experiment with winter wheat grown at different plant population densities.
AbstractList Measurement of dimensions, area and shape of individual laminae is required in many agronomic studies, especially in spite of the increasing use of 3D crop models. To assess variation in lamina shape quantitatively, usually a large number of samples are required and methods to analyze leaf shape are often laborious and time-consuming. We propose Lamina2Shape, an algorithm that allows an efficient processing of lamina images to analyze their shape and tested it on winter wheat (Triticum aestivum L. cv. Soissons). There, images of laminae were obtained using a flat-bed scanner. Using these images, laminae were discriminated from a unicolored background based on thresholds for the ratio of pixel values (0≤ I ≤255) in the red, green and blue channels (I blue/I red ≤1.23 and I blue/I green/≤1.10). Following, a numerical lamina width function w ( l ) is computed for each lamina in the image as an explicit description of their dimensions (length, width, and area) and shape. The accuracy of the algorithm was assessed by tests performed for the two main steps of the procedure: background discrimination and computation of w ( l ) . The accuracy of background discrimination was tested by comparing values for area measured by manual cropping of laminae to the corresponding values computed with Lamina2Shape. Both yielded almost the same results. The accuracy of computation of w ( l ) was tested using images of predefined shape simulated with a lamina shape model. The algorithm was able to re-compute the predefined shape with high accuracy. We applied Lamina2Shape to quantify dimensions and shape of cereal laminae. Examples presented were from an experiment with winter wheat grown at different plant population densities.
Measurement of dimensions, area and shape of individual laminae is required in many agronomic studies, especially in spite of the increasing use of 3D crop models. To assess variation in lamina shape quantitatively, usually a large number of samples are required and methods to analyze leaf shape are often laborious and time-consuming. We propose Lamina2Shape, an algorithm that allows an efficient processing of lamina images to analyze their shape and tested it on winter wheat (Triticum aestivum L. cv. Soissons). There, images of laminae were obtained using a flat-bed scanner. Using these images, laminae were discriminated from a unicolored background based on thresholds for the ratio of pixel values (0 ? I ? 255) in the red, green and blue channels (Iblue/Ired ? 1.23 and Iblue/Igreen/ ? 1.10). Following, a numerical lamina width function w(l) is computed for each lamina in the image as an explicit description of their dimensions (length, width, and area) and shape. The accuracy of the algorithm was assessed by tests performed for the two main steps of the procedure: background discrimination and computation of w(l). The accuracy of background discrimination was tested by comparing values for area measured by manual cropping of laminae to the corresponding values computed with Lamina2Shape. Both yielded almost the same results. The accuracy of computation of w(l) was tested using images of predefined shape simulated with a lamina shape model. The algorithm was able to re-compute the predefined shape with high accuracy. We applied Lamina2Shape to quantify dimensions and shape of cereal laminae. Examples presented were from an experiment with winter wheat grown at different plant population densities.
Measurement of dimensions, area and shape of individual laminae is required in many agronomic studies, especially in spite of the increasing use of 3D crop models. To assess variation in lamina shape quantitatively, usually a large number of samples are required and methods to analyze leaf shape are often laborious and time-consuming. We propose Lamina2Shape, an algorithm that allows an efficient processing of lamina images to analyze their shape and tested it on winter wheat ( Triticum aestivum L. cv. Soissons). There, images of laminae were obtained using a flat-bed scanner. Using these images, laminae were discriminated from a unicolored background based on thresholds for the ratio of pixel values (0 ≤ I ≤ 255) in the red, green and blue channels ( I blue/ I red ≤ 1.23 and I blue/ I green/ ≤ 1.10). Following, a numerical lamina width function w ( l ) is computed for each lamina in the image as an explicit description of their dimensions (length, width, and area) and shape. The accuracy of the algorithm was assessed by tests performed for the two main steps of the procedure: background discrimination and computation of w ( l ) . The accuracy of background discrimination was tested by comparing values for area measured by manual cropping of laminae to the corresponding values computed with Lamina2Shape. Both yielded almost the same results. The accuracy of computation of w ( l ) was tested using images of predefined shape simulated with a lamina shape model. The algorithm was able to re-compute the predefined shape with high accuracy. We applied Lamina2Shape to quantify dimensions and shape of cereal laminae. Examples presented were from an experiment with winter wheat grown at different plant population densities.
Author Andrieu, Bruno
Dornbusch, Tino
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Cites_doi 10.1007/BF00324210
10.1093/aob/mci136
10.1111/j.1365-313X.2007.03330.x
10.1111/j.1469-8137.2005.01350.x
10.1071/FP08050
10.1093/aob/mcj047
10.1016/S0304-3800(99)00070-8
10.1007/s00371-007-0119-6
10.1016/S0168-1699(00)00136-8
10.1016/j.ecolmodel.2006.07.028
10.1051/agro:19970602
10.1016/S0167-8655(03)00034-5
10.13031/2013.27647
10.1016/j.ecolmodel.2006.07.042
10.1016/j.agrformet.2004.11.004
10.1111/j.1365-2494.1993.tb01860.x
10.1111/j.1469-8137.2004.01310.x
10.1051/agro:19990311
10.1071/FP08066
10.1016/j.compag.2005.10.003
10.1016/j.compag.2005.09.004
10.1006/anbo.1999.1069
10.1093/jxb/48.7.1407
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Issue 1
Keywords Leaf
Shape
Image processing
Wheat
Lamina
Triticum aestivum
Monocotyledones
Plant leaf
Cereal crop
Gramineae
Winter crops
Angiospermae
Spermatophyta
SHAPE
IMAGE PROCESSING
TRITICUM AESTIVUM
LAMINA
WHEAT
LEAF
Language English
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References Dornbusch, Wernecke, Diepenbrock (bib11) 2007; 23
Cookson, Granier (bib7) 2006; 97
Oide, Ninomiya (bib22) 2000; 29
Ryel, Beyschlag, Caldwell (bib24) 1994; 98
Fournier, Andrieu, Buck-Sorlin, Evers, Drouet, Escobar-Gutiérrez, Vos (bib15) 2007
Evers, Vos, Fournier, Andrieu, Chelle, Struik (bib13) 2007; 200
Weight, Parnham, Waites (bib29) 2008; 55
Yonekawa, Sakai, Kitani (bib30) 1996; 39
L.) stands. Ph.D. Thesis. Martin-Luther-University Halle-Wittenberg, Germany.
Chelle (bib5) 2005; 166
Gautier, Mech, Prusinkiewicz, Varlet-Grancher (bib17) 2000; 85
Verdenal, Combes, Escobar-Gutierrez (bib27) 2008; 35
Robert, Fournier, Andrieu, Ney (bib23) 2008; 35
Bassette, Bussière (bib2) 2005; 129
Dornbusch, T. (Ed.), 2007. Development and application of a three-dimensional architectural model to describe morphological traits of spring barley
España, Baret, Aries, Chelle, Andrieu, Prévot (bib12) 1999; 122
Thompson, Shure (bib25) 1995
Fournier, Andrieu (bib14) 1999; 19
Andrieu, Allirand, Jaggard (bib1) 1997; 17
(bib19) 2003
Igathinathane, Prakash, Padma, Ravi Babu, Womac (bib20) 2006; 51
Dornbusch, Wernecke, Diepenbrock (bib10) 2007; 200
Bylesjo, Segura, Soolanayakanahally, Rae, Trygg, Gustafsson, Jansson, Street (bib3) 2008; 8
Thomson (bib26) 1993; 50
Watanabe, Hanan, Room, Hasegawa, Nakagawa, Takahashi (bib28) 2005; 95
Goins, Yorio, Sanwo, Brown (bib18) 1997; 48
Clément, Vigouroux (bib6) 2003; 24
Camargo Neto, Meyer, Jones, Samal (bib4) 2006; 50
Monsi, Saeki (bib21) 1953; 14
de Kroon, Huber, Stuefer, van Groenendael (bib8) 2005; 166
Fournier, Andrieu, Ljutovac, Saint-Jean (bib16) 2003
Dornbusch (10.1016/j.compag.2009.10.009_bib10) 2007; 200
Igathinathane (10.1016/j.compag.2009.10.009_bib20) 2006; 51
Watanabe (10.1016/j.compag.2009.10.009_bib28) 2005; 95
(10.1016/j.compag.2009.10.009_bib19) 2003
Dornbusch (10.1016/j.compag.2009.10.009_bib11) 2007; 23
Evers (10.1016/j.compag.2009.10.009_bib13) 2007; 200
Bylesjo (10.1016/j.compag.2009.10.009_bib3) 2008; 8
Clément (10.1016/j.compag.2009.10.009_bib6) 2003; 24
Thompson (10.1016/j.compag.2009.10.009_bib25) 1995
Gautier (10.1016/j.compag.2009.10.009_bib17) 2000; 85
Andrieu (10.1016/j.compag.2009.10.009_bib1) 1997; 17
Ryel (10.1016/j.compag.2009.10.009_bib24) 1994; 98
Monsi (10.1016/j.compag.2009.10.009_bib21) 1953; 14
Oide (10.1016/j.compag.2009.10.009_bib22) 2000; 29
Camargo Neto (10.1016/j.compag.2009.10.009_bib4) 2006; 50
Fournier (10.1016/j.compag.2009.10.009_bib15) 2007
Yonekawa (10.1016/j.compag.2009.10.009_bib30) 1996; 39
de Kroon (10.1016/j.compag.2009.10.009_bib8) 2005; 166
Chelle (10.1016/j.compag.2009.10.009_bib5) 2005; 166
Robert (10.1016/j.compag.2009.10.009_bib23) 2008; 35
Goins (10.1016/j.compag.2009.10.009_bib18) 1997; 48
España (10.1016/j.compag.2009.10.009_bib12) 1999; 122
Weight (10.1016/j.compag.2009.10.009_bib29) 2008; 55
Thomson (10.1016/j.compag.2009.10.009_bib26) 1993; 50
Fournier (10.1016/j.compag.2009.10.009_bib14) 1999; 19
10.1016/j.compag.2009.10.009_bib9
Cookson (10.1016/j.compag.2009.10.009_bib7) 2006; 97
Bassette (10.1016/j.compag.2009.10.009_bib2) 2005; 129
Verdenal (10.1016/j.compag.2009.10.009_bib27) 2008; 35
Fournier (10.1016/j.compag.2009.10.009_bib16) 2003
References_xml – volume: 50
  start-page: 121
  year: 2006
  end-page: 134
  ident: bib4
  article-title: Plant species identification using Elliptic Fourier leaf shape analysis
  publication-title: Comput. Electron. Agric.
– volume: 122
  start-page: 25
  year: 1999
  end-page: 43
  ident: bib12
  article-title: Modeling maize canopy 3D architecture—application to reflectance simulation
  publication-title: Ecol Model.
– volume: 48
  start-page: 1407
  year: 1997
  end-page: 1413
  ident: bib18
  article-title: Photomorphogenesis, photosynthesis, and seed yield of wheat plants grown under red light-emitting diodes (LEDs) with and without supplemental blue lighting
  publication-title: J. Exp. Bot.
– volume: 35
  start-page: 911
  year: 2008
  end-page: 924
  ident: bib27
  article-title: A study of ryegrass architecture as a self-regulated system, using functional-structural plant modelling
  publication-title: Funct. Plant Biol.
– volume: 95
  start-page: 1131
  year: 2005
  end-page: 1143
  ident: bib28
  article-title: Rice morphogenesis and plant architecture: measurement, specification and the reconstruction of structural development by 3D architectural modelling
  publication-title: Ann. Bot.
– start-page: 54
  year: 2003
  end-page: 63
  ident: bib16
  article-title: ADEL-wheat: a 3D architectural model of wheat development
  publication-title: International Symposium on Plant Growth Modeling, Simulation, Visualization, and their Applications
– volume: 98
  start-page: 241
  year: 1994
  end-page: 246
  ident: bib24
  article-title: Light field heterogeneity among tussock grasses: theoretical considerations of light harvesting and seedling establishment in tussocks and uniform tiller distributions
  publication-title: Oecologia
– volume: 39
  start-page: 1525
  year: 1996
  end-page: 1533
  ident: bib30
  article-title: Identification of idealized leaf types using simple dimensionless shape factors by image analysis
  publication-title: Trans. ASAE
– volume: 200
  start-page: 308
  year: 2007
  end-page: 320
  ident: bib13
  article-title: An architectural model of spring wheat: evaluation of the effects of population density and shading on model parameterization and performance
  publication-title: Ecol. Model.
– volume: 129
  start-page: 95
  year: 2005
  end-page: 100
  ident: bib2
  article-title: 3-D modelling of the banana architecture for simulation of rainfall interception parameters
  publication-title: Agric. Forest Meteorol.
– volume: 29
  start-page: 59
  year: 2000
  end-page: 72
  ident: bib22
  article-title: Discrimination of soybean leaflet shape by neural networks with image input
  publication-title: Comput. Electron. Agric.
– volume: 166
  start-page: 73
  year: 2005
  end-page: 82
  ident: bib8
  article-title: A modular concept of phenotypic plasticity in plants
  publication-title: New Phytol.
– volume: 51
  start-page: 1
  year: 2006
  end-page: 16
  ident: bib20
  article-title: Interactive computer software development for leaf area measurement
  publication-title: Comput. Electron. Agric.
– year: 1995
  ident: bib25
  article-title: MATLAB Image Processing Toolbox User's Guide
– volume: 97
  start-page: 443
  year: 2006
  end-page: 452
  ident: bib7
  article-title: A dynamic analysis of the shade-induced plasticity in
  publication-title: Ann. Bot.
– volume: 200
  start-page: 119
  year: 2007
  end-page: 129
  ident: bib10
  article-title: A method to extract morphological traits of plant organs from 3D point clouds as a data base for an architectural plant model
  publication-title: Ecol. Model.
– volume: 23
  start-page: 569
  year: 2007
  end-page: 581
  ident: bib11
  article-title: Description and visualization of graminaceous plants with an organ-based 3D architectural model, exemplified for spring barley (
  publication-title: Visual Comput.
– volume: 24
  start-page: 1951
  year: 2003
  end-page: 1957
  ident: bib6
  article-title: Unsupervised segmentation of scenes containing vegetation (Forsythia) and soil by hierarchical analysis of bi-dimensional histograms
  publication-title: Pattern Recognit. Lett.
– volume: 19
  start-page: 313
  year: 1999
  end-page: 327
  ident: bib14
  article-title: ADEL-maize: an L-system based model for the integration of growth processes from the organ to the canopy. Application to regulation of morphogenesis by light availability
  publication-title: Agronomie
– volume: 166
  start-page: 781
  year: 2005
  end-page: 790
  ident: bib5
  article-title: Phylloclimate or the climate perceived by individual plant organs: what is it? How to model it? What for?
  publication-title: New Phytol.
– volume: 35
  start-page: 997
  year: 2008
  end-page: 1013
  ident: bib23
  article-title: Coupling a 3D virtual wheat plant model with a
  publication-title: Funct. Plant Biol.
– volume: 14
  start-page: 22
  year: 1953
  end-page: 52
  ident: bib21
  article-title: Über den Lichtfaktor in den Pflanzengesellschaften und seine Bedeutung für die Stoffproduktion
  publication-title: Jpn. J. Bot.
– volume: 8
  start-page: 1
  year: 2008
  end-page: 9
  ident: bib3
  article-title: LAMINA: a tool for rapid quantification of leaf size and shape parameters
  publication-title: BMC Plant Biol.
– volume: 17
  start-page: 315
  year: 1997
  end-page: 321
  ident: bib1
  article-title: Ground cover and leaf area index of maize and sugar beet crops
  publication-title: Agronomie
– start-page: 175
  year: 2007
  end-page: 186
  ident: bib15
  article-title: Functional–structural modelling of Gramineae
  publication-title: Functional–structural Plant Modelling in Crop Production
– volume: 55
  start-page: 578
  year: 2008
  end-page: 586
  ident: bib29
  article-title: LeafAnalyser: a computational method for rapid and large-scale analyses of leaf shape variation
  publication-title: Plant J.
– reference: L.) stands. Ph.D. Thesis. Martin-Luther-University Halle-Wittenberg, Germany.
– volume: 50
  start-page: 271
  year: 1993
  end-page: 278
  ident: bib26
  article-title: The influence of the radiation environment around the node on morphogenesis and growth of white clover (
  publication-title: Grass Forage Sci.
– year: 2003
  ident: bib19
  publication-title: Digital Image Processing Using MATLAB
– reference: Dornbusch, T. (Ed.), 2007. Development and application of a three-dimensional architectural model to describe morphological traits of spring barley (
– volume: 85
  start-page: 359
  year: 2000
  end-page: 370
  ident: bib17
  article-title: 3D architectural modelling of aerial photomorphogenesis in white clover (
  publication-title: Ann. Bot.
– volume: 98
  start-page: 241
  issue: 3–4
  year: 1994
  ident: 10.1016/j.compag.2009.10.009_bib24
  article-title: Light field heterogeneity among tussock grasses: theoretical considerations of light harvesting and seedling establishment in tussocks and uniform tiller distributions
  publication-title: Oecologia
  doi: 10.1007/BF00324210
– volume: 95
  start-page: 1131
  issue: 7
  year: 2005
  ident: 10.1016/j.compag.2009.10.009_bib28
  article-title: Rice morphogenesis and plant architecture: measurement, specification and the reconstruction of structural development by 3D architectural modelling
  publication-title: Ann. Bot.
  doi: 10.1093/aob/mci136
– year: 1995
  ident: 10.1016/j.compag.2009.10.009_bib25
– volume: 55
  start-page: 578
  issue: 3
  year: 2008
  ident: 10.1016/j.compag.2009.10.009_bib29
  article-title: LeafAnalyser: a computational method for rapid and large-scale analyses of leaf shape variation
  publication-title: Plant J.
  doi: 10.1111/j.1365-313X.2007.03330.x
– volume: 8
  start-page: 1
  issue: 82
  year: 2008
  ident: 10.1016/j.compag.2009.10.009_bib3
  article-title: LAMINA: a tool for rapid quantification of leaf size and shape parameters
  publication-title: BMC Plant Biol.
– year: 2003
  ident: 10.1016/j.compag.2009.10.009_bib19
– volume: 166
  start-page: 781
  issue: 3
  year: 2005
  ident: 10.1016/j.compag.2009.10.009_bib5
  article-title: Phylloclimate or the climate perceived by individual plant organs: what is it? How to model it? What for?
  publication-title: New Phytol.
  doi: 10.1111/j.1469-8137.2005.01350.x
– volume: 35
  start-page: 911
  issue: 9–10
  year: 2008
  ident: 10.1016/j.compag.2009.10.009_bib27
  article-title: A study of ryegrass architecture as a self-regulated system, using functional-structural plant modelling
  publication-title: Funct. Plant Biol.
  doi: 10.1071/FP08050
– volume: 97
  start-page: 443
  issue: 3
  year: 2006
  ident: 10.1016/j.compag.2009.10.009_bib7
  article-title: A dynamic analysis of the shade-induced plasticity in Arabidopsis thaliana rosette leaf development reveals new components of the shade-adaptative response
  publication-title: Ann. Bot.
  doi: 10.1093/aob/mcj047
– volume: 14
  start-page: 22
  year: 1953
  ident: 10.1016/j.compag.2009.10.009_bib21
  article-title: Über den Lichtfaktor in den Pflanzengesellschaften und seine Bedeutung für die Stoffproduktion
  publication-title: Jpn. J. Bot.
– volume: 122
  start-page: 25
  issue: 1–2
  year: 1999
  ident: 10.1016/j.compag.2009.10.009_bib12
  article-title: Modeling maize canopy 3D architecture—application to reflectance simulation
  publication-title: Ecol Model.
  doi: 10.1016/S0304-3800(99)00070-8
– volume: 23
  start-page: 569
  issue: 8
  year: 2007
  ident: 10.1016/j.compag.2009.10.009_bib11
  article-title: Description and visualization of graminaceous plants with an organ-based 3D architectural model, exemplified for spring barley (Hordeum vulgare L.)
  publication-title: Visual Comput.
  doi: 10.1007/s00371-007-0119-6
– volume: 29
  start-page: 59
  issue: 1–2
  year: 2000
  ident: 10.1016/j.compag.2009.10.009_bib22
  article-title: Discrimination of soybean leaflet shape by neural networks with image input
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/S0168-1699(00)00136-8
– volume: 200
  start-page: 119
  issue: 1–2
  year: 2007
  ident: 10.1016/j.compag.2009.10.009_bib10
  article-title: A method to extract morphological traits of plant organs from 3D point clouds as a data base for an architectural plant model
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2006.07.028
– volume: 17
  start-page: 315
  year: 1997
  ident: 10.1016/j.compag.2009.10.009_bib1
  article-title: Ground cover and leaf area index of maize and sugar beet crops
  publication-title: Agronomie
  doi: 10.1051/agro:19970602
– volume: 24
  start-page: 1951
  year: 2003
  ident: 10.1016/j.compag.2009.10.009_bib6
  article-title: Unsupervised segmentation of scenes containing vegetation (Forsythia) and soil by hierarchical analysis of bi-dimensional histograms
  publication-title: Pattern Recognit. Lett.
  doi: 10.1016/S0167-8655(03)00034-5
– volume: 39
  start-page: 1525
  issue: 4
  year: 1996
  ident: 10.1016/j.compag.2009.10.009_bib30
  article-title: Identification of idealized leaf types using simple dimensionless shape factors by image analysis
  publication-title: Trans. ASAE
  doi: 10.13031/2013.27647
– ident: 10.1016/j.compag.2009.10.009_bib9
– volume: 200
  start-page: 308
  issue: 3–4
  year: 2007
  ident: 10.1016/j.compag.2009.10.009_bib13
  article-title: An architectural model of spring wheat: evaluation of the effects of population density and shading on model parameterization and performance
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2006.07.042
– volume: 129
  start-page: 95
  issue: 1–2
  year: 2005
  ident: 10.1016/j.compag.2009.10.009_bib2
  article-title: 3-D modelling of the banana architecture for simulation of rainfall interception parameters
  publication-title: Agric. Forest Meteorol.
  doi: 10.1016/j.agrformet.2004.11.004
– start-page: 54
  year: 2003
  ident: 10.1016/j.compag.2009.10.009_bib16
  article-title: ADEL-wheat: a 3D architectural model of wheat development
– volume: 50
  start-page: 271
  year: 1993
  ident: 10.1016/j.compag.2009.10.009_bib26
  article-title: The influence of the radiation environment around the node on morphogenesis and growth of white clover (Trifolium repens)
  publication-title: Grass Forage Sci.
  doi: 10.1111/j.1365-2494.1993.tb01860.x
– volume: 166
  start-page: 73
  year: 2005
  ident: 10.1016/j.compag.2009.10.009_bib8
  article-title: A modular concept of phenotypic plasticity in plants
  publication-title: New Phytol.
  doi: 10.1111/j.1469-8137.2004.01310.x
– volume: 19
  start-page: 313
  year: 1999
  ident: 10.1016/j.compag.2009.10.009_bib14
  article-title: ADEL-maize: an L-system based model for the integration of growth processes from the organ to the canopy. Application to regulation of morphogenesis by light availability
  publication-title: Agronomie
  doi: 10.1051/agro:19990311
– volume: 35
  start-page: 997
  issue: 10
  year: 2008
  ident: 10.1016/j.compag.2009.10.009_bib23
  article-title: Coupling a 3D virtual wheat plant model with a Septoria tritici epidemic model: a new approach to investigate plant-pathogen interactions linked to canopy architecture
  publication-title: Funct. Plant Biol.
  doi: 10.1071/FP08066
– volume: 51
  start-page: 1
  year: 2006
  ident: 10.1016/j.compag.2009.10.009_bib20
  article-title: Interactive computer software development for leaf area measurement
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2005.10.003
– volume: 50
  start-page: 121
  issue: 2
  year: 2006
  ident: 10.1016/j.compag.2009.10.009_bib4
  article-title: Plant species identification using Elliptic Fourier leaf shape analysis
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2005.09.004
– volume: 85
  start-page: 359
  issue: 3
  year: 2000
  ident: 10.1016/j.compag.2009.10.009_bib17
  article-title: 3D architectural modelling of aerial photomorphogenesis in white clover (Trifolium repens L.) using L-systems
  publication-title: Ann. Bot.
  doi: 10.1006/anbo.1999.1069
– start-page: 175
  year: 2007
  ident: 10.1016/j.compag.2009.10.009_bib15
  article-title: Functional–structural modelling of Gramineae
– volume: 48
  start-page: 1407
  issue: 312
  year: 1997
  ident: 10.1016/j.compag.2009.10.009_bib18
  article-title: Photomorphogenesis, photosynthesis, and seed yield of wheat plants grown under red light-emitting diodes (LEDs) with and without supplemental blue lighting
  publication-title: J. Exp. Bot.
  doi: 10.1093/jxb/48.7.1407
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SubjectTerms Agronomy. Soil science and plant productions
algorithms
Biological and medical sciences
Computer Science
developmental stages
equations
France
Fundamental and applied biological sciences. Psychology
image analysis
Image processing
Lamina
Lamina2Shape tool
Leaf
leaf area
leaf blade
length
mathematical models
measurement
plant morphology
scanners
Shape
Triticum aestivum
Ubiquitous Computing
Wheat
width
Title Lamina2Shape—An image processing tool for an explicit description of lamina shape tested on winter wheat ( Triticum aestivum L.)
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https://hal.science/hal-01192138
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