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A New Method for Extracting Individual Plant Bio-Characteristics from High-Resolution Digital Images
被引:3
作者:

Rabab, Saba
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La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia
Agr Victoria, AgriBio, Ctr AgriBiosci, Bundoora, Vic 3083, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Breen, Edmond
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Agr Victoria, AgriBio, Ctr AgriBiosci, Bundoora, Vic 3083, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Gebremedhin, Alem
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Agr Victoria, Grain Innovat Pk, Horsham, Vic 3400, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Shi, Fan
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Agr Victoria, AgriBio, Ctr AgriBiosci, Bundoora, Vic 3083, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Badenhorst, Pieter
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Agr Victoria, Hamilton Ctr, Hamilton, Vic 3300, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Chen, Yi-Ping Phoebe
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机构:
La Trobe Univ, Dept Comp Sci & Informat Technol, Bundoora, Vic 3083, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia

Daetwyler, Hans D.
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h-index: 0
机构:
La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia
Agr Victoria, AgriBio, Ctr AgriBiosci, Bundoora, Vic 3083, Australia La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia
机构:
[1] La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia
[2] Agr Victoria, AgriBio, Ctr AgriBiosci, Bundoora, Vic 3083, Australia
[3] Agr Victoria, Grain Innovat Pk, Horsham, Vic 3400, Australia
[4] Agr Victoria, Hamilton Ctr, Hamilton, Vic 3300, Australia
[5] La Trobe Univ, Dept Comp Sci & Informat Technol, Bundoora, Vic 3083, Australia
关键词:
plant phenomics;
image processing;
plant area;
plant center points;
normalized difference vegetation index;
GENOME-WIDE ASSOCIATION;
CROP;
RESPONSES;
GENOTYPE;
YIELD;
MODEL;
D O I:
10.3390/rs13061212
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The extraction of automated plant phenomics from digital images has advanced in recent years. However, the accuracy of extracted phenomics, especially for individual plants in a field environment, requires improvement. In this paper, a new and efficient method of extracting individual plant areas and their mean normalized difference vegetation index from high-resolution digital images is proposed. The algorithm was applied on perennial ryegrass row field data multispectral images taken from the top view. First, the center points of individual plants from digital images were located to exclude plant positions without plants. Second, the accurate area of each plant was extracted using its center point and radius. Third, the accurate mean normalized difference vegetation index of each plant was extracted and adjusted for overlapping plants. The correlation between the extracted individual plant phenomics and fresh weight ranged between 0.63 and 0.75 across four time points. The methods proposed are applicable to other crops where individual plant phenotypes are of interest.
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共 36 条
[1]
Size invariant circle detection
[J].
Atherton, TJ
;
Kerbyson, DJ
.
IMAGE AND VISION COMPUTING,
1999, 17 (11)
:795-803

Atherton, TJ
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England

Kerbyson, DJ
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England
[2]
Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines
[J].
Atwell, Susanna
;
Huang, Yu S.
;
Vilhjalmsson, Bjarni J.
;
Willems, Glenda
;
Horton, Matthew
;
Li, Yan
;
Meng, Dazhe
;
Platt, Alexander
;
Tarone, Aaron M.
;
Hu, Tina T.
;
Jiang, Rong
;
Muliyati, N. Wayan
;
Zhang, Xu
;
Amer, Muhammad Ali
;
Baxter, Ivan
;
Brachi, Benjamin
;
Chory, Joanne
;
Dean, Caroline
;
Debieu, Marilyne
;
de Meaux, Juliette
;
Ecker, Joseph R.
;
Faure, Nathalie
;
Kniskern, Joel M.
;
Jones, Jonathan D. G.
;
Michael, Todd
;
Nemri, Adnane
;
Roux, Fabrice
;
Salt, David E.
;
Tang, Chunlao
;
Todesco, Marco
;
Traw, M. Brian
;
Weigel, Detlef
;
Marjoram, Paul
;
Borevitz, Justin O.
;
Bergelson, Joy
;
Nordborg, Magnus
.
NATURE,
2010, 465 (7298)
:627-631

Atwell, Susanna
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Huang, Yu S.
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Vilhjalmsson, Bjarni J.
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Willems, Glenda
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Horton, Matthew
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Li, Yan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Meng, Dazhe
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Platt, Alexander
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Tarone, Aaron M.
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Hu, Tina T.
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Jiang, Rong
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Muliyati, N. Wayan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Zhang, Xu
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Amer, Muhammad Ali
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Baxter, Ivan
论文数: 0 引用数: 0
h-index: 0
机构:
Bindley Biosci Ctr, W Lafayette, IN 47907 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Brachi, Benjamin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sci & Technol Lille 1, CNRS, UMR 8016, Lab Genet & Evolut Populat Vegetales, F-59655 Villeneuve Dascq, France Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

论文数: 引用数:
h-index:
机构:

Dean, Caroline
论文数: 0 引用数: 0
h-index: 0
机构:
John Innes Ctr Plant Sci Res, Dept Cell & Dev Biol, Norwich NR4 7UH, Norfolk, England Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Debieu, Marilyne
论文数: 0 引用数: 0
h-index: 0
机构:
Max Planck Inst Plant Breeding Res, D-50829 Cologne, Germany Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

de Meaux, Juliette
论文数: 0 引用数: 0
h-index: 0
机构:
Max Planck Inst Plant Breeding Res, D-50829 Cologne, Germany Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Ecker, Joseph R.
论文数: 0 引用数: 0
h-index: 0
机构:
Salk Inst Biol Studies, Plant Biol Lab, La Jolla, CA 92037 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Faure, Nathalie
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sci & Technol Lille 1, CNRS, UMR 8016, Lab Genet & Evolut Populat Vegetales, F-59655 Villeneuve Dascq, France Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Kniskern, Joel M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Jones, Jonathan D. G.
论文数: 0 引用数: 0
h-index: 0
机构:
Sainsbury Lab, Norwich NR4 7UH, Norfolk, England Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Michael, Todd
论文数: 0 引用数: 0
h-index: 0
机构:
Salk Inst Biol Studies, Plant Biol Lab, La Jolla, CA 92037 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Nemri, Adnane
论文数: 0 引用数: 0
h-index: 0
机构:
Sainsbury Lab, Norwich NR4 7UH, Norfolk, England Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Roux, Fabrice
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA
Univ Sci & Technol Lille 1, CNRS, UMR 8016, Lab Genet & Evolut Populat Vegetales, F-59655 Villeneuve Dascq, France Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Salt, David E.
论文数: 0 引用数: 0
h-index: 0
机构:
Purdue Univ, W Lafayette, IN 47907 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Tang, Chunlao
论文数: 0 引用数: 0
h-index: 0
机构: Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Todesco, Marco
论文数: 0 引用数: 0
h-index: 0
机构:
Max Planck Inst Dev Biol, Dept Mol Biol, D-72076 Tubingen, Germany Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Traw, M. Brian
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Weigel, Detlef
论文数: 0 引用数: 0
h-index: 0
机构:
Max Planck Inst Dev Biol, Dept Mol Biol, D-72076 Tubingen, Germany Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Marjoram, Paul
论文数: 0 引用数: 0
h-index: 0
机构:
Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Borevitz, Justin O.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

Bergelson, Joy
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA

论文数: 引用数:
h-index:
机构:
[3]
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
[J].
Badrinarayanan, Vijay
;
Kendall, Alex
;
Cipolla, Roberto
.
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,
2017, 39 (12)
:2481-2495

Badrinarayanan, Vijay
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England

Kendall, Alex
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England

Cipolla, Roberto
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England Univ Cambridge, Dept Engn, Machine Intelligence Lab, Cambridge CB2 1TN, England
[4]
Fusion of Spectral and Structural Information from Aerial Images for Improved Biomass Estimation
[J].
Banerjee, Bikram Pratap
;
Spangenberg, German
;
Kant, Surya
.
REMOTE SENSING,
2020, 12 (19)
:1-22

Banerjee, Bikram Pratap
论文数: 0 引用数: 0
h-index: 0
机构:
Agr Victoria, Grains Innovat Pk,110 Natimuk Rd, Horsham, Vic 3400, Australia Agr Victoria, Grains Innovat Pk,110 Natimuk Rd, Horsham, Vic 3400, Australia

Spangenberg, German
论文数: 0 引用数: 0
h-index: 0
机构:
Agr Victoria, AgriBio, Ctr AgriBiosci, 5 Ring Rd, Bundoora, Vic 3083, Australia
La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3083, Australia Agr Victoria, Grains Innovat Pk,110 Natimuk Rd, Horsham, Vic 3400, Australia

论文数: 引用数:
h-index:
机构:
[5]
TraitCapture: genomic and environment modelling of plant phenomic data
[J].
Brown, Tim B.
;
Cheng, Riyan
;
Sirault, Xavier R. R.
;
Rungrat, Tepsuda
;
Murray, Kevin D.
;
Trtilek, Martin
;
Furbank, Robert T.
;
Badger, Murray
;
Pogson, Barry J.
;
Borevitz, Justin O.
.
CURRENT OPINION IN PLANT BIOLOGY,
2014, 18
:73-79

Brown, Tim B.
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

Cheng, Riyan
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

Sirault, Xavier R. R.
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, High Resolut Plant Phen Ctr, Adelaide, SA, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

论文数: 引用数:
h-index:
机构:

Murray, Kevin D.
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

Trtilek, Martin
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia
CSIRO, High Resolut Plant Phen Ctr, Adelaide, SA, Australia
Photon Syst Instruments, Drasov, Czech Republic Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

Furbank, Robert T.
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, High Resolut Plant Phen Ctr, Adelaide, SA, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

论文数: 引用数:
h-index:
机构:

Pogson, Barry J.
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia

Borevitz, Justin O.
论文数: 0 引用数: 0
h-index: 0
机构:
Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT 0200, Australia
[6]
Three Sequenced Legume Genomes and Many Crop Species: Rich Opportunities for Translational Genomics
[J].
Cannon, Steven B.
;
May, Gregory D.
;
Jackson, Scott A.
.
PLANT PHYSIOLOGY,
2009, 151 (03)
:970-977

Cannon, Steven B.
论文数: 0 引用数: 0
h-index: 0
机构:
USDA ARS, Corn Insects & Crop Genet Res Unit, Ames, IA 50011 USA USDA ARS, Corn Insects & Crop Genet Res Unit, Ames, IA 50011 USA

May, Gregory D.
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Ctr Genome Resources, Santa Fe, NM 87505 USA USDA ARS, Corn Insects & Crop Genet Res Unit, Ames, IA 50011 USA

Jackson, Scott A.
论文数: 0 引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Agron, W Lafayette, IN 47906 USA USDA ARS, Corn Insects & Crop Genet Res Unit, Ames, IA 50011 USA
[7]
Dissecting the Phenotypic Components of Crop Plant Growth and Drought Responses Based on High-Throughput Image Analysis
[J].
Chen, Dijun
;
Neumann, Kerstin
;
Friedel, Swetlana
;
Kilian, Benjamin
;
Chen, Ming
;
Altmann, Thomas
;
Klukas, Christian
.
PLANT CELL,
2014, 26 (12)
:4636-4655

Chen, Dijun
论文数: 0 引用数: 0
h-index: 0
机构:
Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany
Zhejiang Univ, Coll Life Sci, Dept Bioinformat, Hangzhou 310058, Zhejiang, Peoples R China Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany

Neumann, Kerstin
论文数: 0 引用数: 0
h-index: 0
机构:
Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany

Friedel, Swetlana
论文数: 0 引用数: 0
h-index: 0
机构:
Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany

论文数: 引用数:
h-index:
机构:

Chen, Ming
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Life Sci, Dept Bioinformat, Hangzhou 310058, Zhejiang, Peoples R China Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany

论文数: 引用数:
h-index:
机构:

Klukas, Christian
论文数: 0 引用数: 0
h-index: 0
机构:
Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany Leibniz Inst Plant Genet & Crop Plant Res IPK, D-06466 Gatersleben, Germany
[8]
Automated on-chip rapid microscopy, phenotyping and sorting of C. elegans
[J].
Chung, Kwanghun
;
Crane, Matthew M.
;
Lu, Hang
.
NATURE METHODS,
2008, 5 (07)
:637-643

Chung, Kwanghun
论文数: 0 引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA

Crane, Matthew M.
论文数: 0 引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Interdisciplinary Program Bioengn, Atlanta, GA 30332 USA Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA

Lu, Hang
论文数: 0 引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA
Georgia Inst Technol, Interdisciplinary Program Bioengn, Atlanta, GA 30332 USA Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA
[9]
Three-Dimensional Root Phenotyping with a Novel Imaging and Software Platform
[J].
Clark, Randy T.
;
MacCurdy, Robert B.
;
Jung, Janelle K.
;
Shaff, Jon E.
;
McCouch, Susan R.
;
Aneshansley, Daniel J.
;
Kochian, Leon V.
.
PLANT PHYSIOLOGY,
2011, 156 (02)
:455-465

Clark, Randy T.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA
Cornell Univ, Dept Biol & Environm Engn, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

MacCurdy, Robert B.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Mech & Aerosp Engn, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

Jung, Janelle K.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Plant Breeding & Genet, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

Shaff, Jon E.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

McCouch, Susan R.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Plant Breeding & Genet, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

Aneshansley, Daniel J.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Biol & Environm Engn, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA

Kochian, Leon V.
论文数: 0 引用数: 0
h-index: 0
机构:
Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA Cornell Univ, USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA
[10]
Accounting for competition in genetic analysis, with particular emphasis on forest genetic trials
[J].
Costa e Silva, Joao
;
Kerr, Richard J.
.
TREE GENETICS & GENOMES,
2013, 9 (01)
:1-17

Costa e Silva, Joao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Tecn Lisboa, Inst Super Agron, Ctr Estudos Florestais, Dept Recursos Nat Ambiente & Terr, P-1349017 Lisbon, Portugal Univ Tecn Lisboa, Inst Super Agron, Ctr Estudos Florestais, Dept Recursos Nat Ambiente & Terr, P-1349017 Lisbon, Portugal

Kerr, Richard J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Tasmania, Sch Plant Sci, PlantPlan Genet Pty Ltd, Hobart, Tas 7001, Australia Univ Tecn Lisboa, Inst Super Agron, Ctr Estudos Florestais, Dept Recursos Nat Ambiente & Terr, P-1349017 Lisbon, Portugal