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Volumn 8, Issue , 2017, Pages

High-throughput phenotyping of plant height: Comparing unmanned aerial vehicles and ground lidar estimates

Author keywords

Broad sense heritability; Dense point cloud; High throughput; LiDAR; Phenotyping; Plant height; Unmanned aerial vehicles

Indexed keywords


EID: 85035765532     PISSN: None     EISSN: 1664462X     Source Type: Journal    
DOI: 10.3389/fpls.2017.02002     Document Type: Article
Times cited : (242)

References (50)
  • 1
    • 84993661871 scopus 로고    scopus 로고
    • A comparison of UAV-and TLS-derived plant height for crop monitoring: Using polygon grids for the analysis of Crop Surface Models (CSMs)
    • Bareth, G., Bendig, J., Tilly, N., Hoffmeister, D., Aasen, H., and Bolten, A. (2016). A comparison of UAV-and TLS-derived plant height for crop monitoring: using polygon grids for the analysis of Crop Surface Models (CSMs). Photogramm. Fernerkund. Geoinf. 2016, 85-94. doi: 10.1127/pfg/2016/0289
    • (2016) Photogramm. Fernerkund. Geoinf , vol.2016 , pp. 85-94
    • Bareth, G.1    Bendig, J.2    Tilly, N.3    Hoffmeister, D.4    Aasen, H.5    Bolten, A.6
  • 3
    • 84892621633 scopus 로고    scopus 로고
    • UAV-based imaging for multitemporal, very high Resolution Crop Surface Models to monitor Crop Growth VariabilityMonitoring des Pflanzenwachstums mit Hilfe multitemporaler und hoch auflösender Oberflächenmodelle von Getreidebeständen auf Basis von Bildern aus UAV-Befliegungen
    • Bendig, J., Bolten, A., and Bareth, G. (2013). UAV-based imaging for multitemporal, very high Resolution Crop Surface Models to monitor Crop Growth VariabilityMonitoring des Pflanzenwachstums mit Hilfe multitemporaler und hoch auflösender Oberflächenmodelle von Getreidebeständen auf Basis von Bildern aus UAV-Befliegungen. Photogramm. Fernerkund. Geoinf. 2013, 551-562. doi: 10.1127/1432-8364/2013/0200
    • (2013) Photogramm. Fernerkund. Geoinf , vol.2013 , pp. 551-562
    • Bendig, J.1    Bolten, A.2    Bareth, G.3
  • 4
    • 84912124929 scopus 로고    scopus 로고
    • Estimating biomass of barley using Crop Surface Models (CSMs) derived from UAV-based RGB imaging
    • Bendig, J., Bolten, A., Bennertz, S., Broscheit, J., Eichfuss, S., and Bareth, G. (2014). Estimating biomass of barley using Crop Surface Models (CSMs) derived from UAV-based RGB imaging. Remote Sens. 6, 10395-10412. doi: 10.3390/rs61110395
    • (2014) Remote Sens , vol.6 , pp. 10395-10412
    • Bendig, J.1    Bolten, A.2    Bennertz, S.3    Broscheit, J.4    Eichfuss, S.5    Bareth, G.6
  • 5
    • 0344201918 scopus 로고    scopus 로고
    • A calibrated model of wheat lodging compared with field measurements
    • Berry, P. M., Sterling, M., Baker, C. J., Spink, J., and Sparkes, D. L. (2003). A calibrated model of wheat lodging compared with field measurements. Agric. For. Meteorol. 119, 167-180. doi: 10.1016/S0168-1923(03)00139-4
    • (2003) Agric. For. Meteorol , vol.119 , pp. 167-180
    • Berry, P.M.1    Sterling, M.2    Baker, C.J.3    Spink, J.4    Sparkes, D.L.5
  • 6
    • 70449370539 scopus 로고    scopus 로고
    • Automated measurement of canopy stomatal conductance based on infrared temperature. Agric. For
    • Blonquist, J. M., Norman, J. M., and Bugbee, B. (2009). Automated measurement of canopy stomatal conductance based on infrared temperature. Agric. For. Meteorol. 149, 2183-2197. doi: 10.1016/j.agrformet.2009.10.003
    • (2009) Meteorol , vol.149 , pp. 2183-2197
    • Blonquist, J.M.1    Norman, J.M.2    Bugbee, B.3
  • 7
    • 85002157943 scopus 로고    scopus 로고
    • Toward an automated low-cost threedimensional crop surface monitoring system using oblique stereo imagery from consumer-grade smart cameras
    • Brocks, S., Bendig, J., and Bareth, G. (2016). Toward an automated low-cost threedimensional crop surface monitoring system using oblique stereo imagery from consumer-grade smart cameras. J. Appl. Remote Sens. 10, 046021-046021. doi: 10.1117/1.JRS.10.046021
    • (2016) J. Appl. Remote Sens , vol.10 , pp. 46021
    • Brocks, S.1    Bendig, J.2    Bareth, G.3
  • 9
    • 84878711045 scopus 로고    scopus 로고
    • High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision
    • Dandois, J. P., and Ellis, E. C. (2013). High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision. Remote Sens. Environ. 136, 259-276. doi: 10.1016/j.rse.2013.04.005
    • (2013) Remote Sens. Environ , vol.136 , pp. 259-276
    • Dandois, J.P.1    Ellis, E.C.2
  • 10
    • 84908509157 scopus 로고    scopus 로고
    • Proximal remote sensing buggies and potential applications for field-based phenotyping
    • Deery, D., Jimenez-Berni, J., Jones, H., Sirault, X., and Furbank, R. (2014). Proximal remote sensing buggies and potential applications for field-based phenotyping. Agronomy 4, 349-379. doi: 10.3390/agronomy4030349
    • (2014) Agronomy , vol.4 , pp. 349-379
    • Deery, D.1    Jimenez-Berni, J.2    Jones, H.3    Sirault, X.4    Furbank, R.5
  • 11
    • 79953312889 scopus 로고    scopus 로고
    • Performance of an ultrasonic ranging sensor in apple tree canopies
    • Escolà, A., Planas, S., Rosell, J. R., Pomar, J., Camp, F., Solanelles, F., et al. (2011). Performance of an ultrasonic ranging sensor in apple tree canopies. Sensors 11, 2459-2477. doi: 10.3390/s110302459
    • (2011) Sensors , vol.11 , pp. 2459-2477
    • Escolà, A.1    Planas, S.2    Rosell, J.R.3    Pomar, J.4    Camp, F.5    Solanelles, F.6
  • 12
    • 85002867908 scopus 로고    scopus 로고
    • UAV photogrammetry for mapping vegetation in the low-Arctic
    • Fraser, R. H., Olthof, I., Lantz, T. C., and Schmitt, C. (2016). UAV photogrammetry for mapping vegetation in the low-Arctic. Arctic Sci. 2, 79-102. doi: 10.1139/as-2016-0008
    • (2016) Arctic Sci , vol.2 , pp. 79-102
    • Fraser, R.H.1    Olthof, I.2    Lantz, T.C.3    Schmitt, C.4
  • 13
    • 84912137635 scopus 로고    scopus 로고
    • Combined spectral and spatial modeling of corn yield based on aerial images and crop surface models acquired with an unmanned aircraft system
    • Geipel, J., Link, J., and Claupein, W. (2014). Combined spectral and spatial modeling of corn yield based on aerial images and crop surface models acquired with an unmanned aircraft system. Remote Sens. 6, 10335-10355. doi: 10.3390/rs61110335
    • (2014) Remote Sens , vol.6 , pp. 10335-10355
    • Geipel, J.1    Link, J.2    Claupein, W.3
  • 14
    • 1442315675 scopus 로고    scopus 로고
    • Wide dynamic range vegetation index for remote quantification of biophysical characteristics of vegetation
    • Gitelson, A. A. (2004). Wide dynamic range vegetation index for remote quantification of biophysical characteristics of vegetation. J. Plant Physiol. 161, 165-173. doi: 10.1078/0176-1617-01176
    • (2004) J. Plant Physiol , vol.161 , pp. 165-173
    • Gitelson, A.A.1
  • 15
    • 0019220873 scopus 로고
    • Bundle adjustment methods in engineering photogrammetry
    • Granshaw, S. I. (1980). Bundle adjustment methods in engineering photogrammetry. Photogramm. Rec. 10, 181-207. doi: 10.1111/j.1477-9730.1980.tb00020.x
    • (1980) Photogramm. Rec , vol.10 , pp. 181-207
    • Granshaw, S.I.1
  • 17
    • 84942543941 scopus 로고    scopus 로고
    • The impact of the calibration method on the accuracy of point clouds derived using unmanned aerial vehicle multi-view stereopsis
    • Harwin, S., Lucieer, A., and Osborn, J. (2015). The impact of the calibration method on the accuracy of point clouds derived using unmanned aerial vehicle multi-view stereopsis. Remote Sens. 7, 11933-11953. doi: 10.3390/rs70911933
    • (2015) Remote Sens , vol.7 , pp. 11933-11953
    • Harwin, S.1    Lucieer, A.2    Osborn, J.3
  • 18
    • 84945574661 scopus 로고    scopus 로고
    • Crop height variability detection in a single field by multi-temporal terrestrial laser scanning
    • Hoffmeister, D., Waldhoff, G., Korres, W., Curdt, C., and Bareth, G. (2015). Crop height variability detection in a single field by multi-temporal terrestrial laser scanning. Precis. Agric. 17, 296-312. doi: 10.1007/s11119-015-9420-y
    • (2015) Precis. Agric , vol.17 , pp. 296-312
    • Hoffmeister, D.1    Waldhoff, G.2    Korres, W.3    Curdt, C.4    Bareth, G.5
  • 19
    • 0037734547 scopus 로고    scopus 로고
    • Estimating and Interpreting heritability for plant breeding: An update
    • ed. J. Janick (Hoboken, NJ: John Wiley & Sons, Inc
    • Holland, J. B., Nyquist, W. E., and Cervantes-Martínez, C. T. (2002). “Estimating and Interpreting heritability for plant breeding: an update,” in Plant Breeding Reviews, ed. J. Janick (Hoboken, NJ: John Wiley & Sons, Inc.), 9-112. doi: 10.1002/9780470650202.ch2
    • (2002) Plant Breeding Reviews , pp. 9-112
    • Holland, J.B.1    Nyquist, W.E.2    Cervantes-Martínez, C.T.3
  • 20
    • 85019682833 scopus 로고    scopus 로고
    • High throughput field phenotyping of wheat plant height and growth rate in field plot trials using UAV based remote sensing
    • Holman, F. H., Riche, A. B., Michalski, A., Castle, M., Wooster, M. J., and Hawkesford, M. J. (2016a). High throughput field phenotyping of wheat plant height and growth rate in field plot trials using UAV based remote sensing. Remote Sens. 8:1031. doi: 10.3390/rs8121031
    • (2016) Remote Sens , vol.8 , pp. 1031
    • Holman, F.H.1    Riche, A.B.2    Michalski, A.3    Castle, M.4    Wooster, M.J.5    Hawkesford, M.J.6
  • 21
    • 84905052043 scopus 로고    scopus 로고
    • Mitigating systematic error in topographic models derived from UAV and ground-based image networks
    • James, M. R., and Robson, S. (2014). Mitigating systematic error in topographic models derived from UAV and ground-based image networks. Earth Surf. Process. Landf. 39, 1413-1420. doi: 10.1002/esp.3609
    • (2014) Earth Surf. Process. Landf , vol.39 , pp. 1413-1420
    • James, M.R.1    Robson, S.2
  • 23
    • 0036165976 scopus 로고    scopus 로고
    • Lidar remote sensing for ecosystem studies lidar, an emerging remote sensing technology that directly measures the three-dimensional distribution of plant canopies, can accurately estimate vegetation structural attributes and should be of particular interest to forest, landscape, and global ecologists
    • Lefsky, M. A., Cohen, W. B., Parker, G. G., and Harding, D. J. (2002). Lidar remote sensing for ecosystem studies lidar, an emerging remote sensing technology that directly measures the three-dimensional distribution of plant canopies, can accurately estimate vegetation structural attributes and should be of particular interest to forest, landscape, and global ecologists. BioScience 52, 19-30. doi: 10.1641/0006-3568(2002)052[0019:LRSFES]2.0.CO;2
    • (2002) Bioscience , vol.52 , pp. 19-30
    • Lefsky, M.A.1    Cohen, W.B.2    Parker, G.G.3    Harding, D.J.4
  • 24
    • 84888796633 scopus 로고    scopus 로고
    • A photogrammetric workflow for the creation of a forest canopy height model from small unmanned aerial system imagery
    • Lisein, J., Pierrot-Deseilligny, M., Bonnet, S., and Lejeune, P. (2013). A photogrammetric workflow for the creation of a forest canopy height model from small unmanned aerial system imagery. Forests 4, 922-944. doi: 10.3390/f4040922
    • (2013) Forests , vol.4 , pp. 922-944
    • Lisein, J.1    Pierrot-Deseilligny, M.2    Bonnet, S.3    Lejeune, P.4
  • 25
    • 79952099298 scopus 로고    scopus 로고
    • Ultrasonic and LIDAR sensors for electronic canopy characterization in vineyards: Advances to improve pesticide application methods
    • Llorens, J., Gil, E., Llop, J., and Escolà, A. (2011). Ultrasonic and LIDAR sensors for electronic canopy characterization in vineyards: advances to improve pesticide application methods. Sensors 11, 2177-2194. doi: 10.3390/s110202177
    • (2011) Sensors , vol.11 , pp. 2177-2194
    • Llorens, J.1    Gil, E.2    Llop, J.3    Escolà, A.4
  • 26
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • Lowe, D. G. (2004). Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60, 91-110. doi: 10.1023/B:VISI.0000029664.99615.94
    • (2004) Int. J. Comput. Vis , vol.60 , pp. 91-110
    • Lowe, D.G.1
  • 27
    • 58149202324 scopus 로고    scopus 로고
    • Full-waveform topographic lidar: State-of-theart. ISPRS
    • Mallet, C., and Bretar, F. (2009). Full-waveform topographic lidar: state-of-theart. ISPRS J. Photogramm. Remote Sens. 64, 1-16. doi: 10.1016/j.isprsjprs.2008.09.007
    • (2009) J. Photogramm. Remote Sens , vol.64 , pp. 1-16
    • Mallet, C.1    Bretar, F.2
  • 29
    • 85025175031 scopus 로고    scopus 로고
    • Software and hardware specification for area segmentation with laser scanner SICK LMS 400
    • Neckar, P., and Adamek, M. (2011). Software and hardware specification for area segmentation with laser scanner SICK LMS 400. J. Syst. Appl. Eng. Dev. 5, 674-681.
    • (2011) J. Syst. Appl. Eng. Dev , vol.5 , pp. 674-681
    • Neckar, P.1    Adamek, M.2
  • 30
    • 84949496603 scopus 로고    scopus 로고
    • Aboveground biomass estimation using structure from motion approach with aerial photographs in a seasonal tropical forest
    • Ota, T., Ogawa, M., Shimizu, K., Kajisa, T., Mizoue, N., Yoshida, S., et al. (2015). Aboveground biomass estimation using structure from motion approach with aerial photographs in a seasonal tropical forest. Forests 6, 3882-3898. doi: 10.3390/f6113882
    • (2015) Forests , vol.6 , pp. 3882-3898
    • Ota, T.1    Ogawa, M.2    Shimizu, K.3    Kajisa, T.4    Mizoue, N.5    Yoshida, S.6
  • 31
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histograms
    • Otsu, N. (1979). A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man Cybern. 9, 62-66. doi: 10.1109/TSMC.1979.4310076
    • (1979) IEEE Trans. Syst. Man Cybern , vol.9 , pp. 62-66
    • Otsu, N.1
  • 33
    • 84951576621 scopus 로고
    • The contribution of stem reserves to grain development in a range of wheat cultivars of different height
    • Rawson, H., and Evans, L. (1971). The contribution of stem reserves to grain development in a range of wheat cultivars of different height. Aust. J. Agric. Res. 22, 851. doi: 10.1071/AR9710851
    • (1971) Aust. J. Agric. Res , vol.22 , pp. 851
    • Rawson, H.1    Evans, L.2
  • 34
  • 35
    • 84902437807 scopus 로고    scopus 로고
    • State of the art in high density image matching
    • Remondino, F., Grazia, M., Nocerino, E., Menna, F., and Nex, F. (2014). State of the art in high density image matching. Photogramm. Rec. 29, 144-166. doi: 10.1111/phor.12063
    • (2014) Photogramm. Rec , vol.29 , pp. 144-166
    • Remondino, F.1    Grazia, M.2    Nocerino, E.3    Menna, F.4    Nex, F.5
  • 36
    • 53849114297 scopus 로고    scopus 로고
    • Towards 3D point cloud based object maps for household environments
    • Rusu, R. B., Marton, Z. C., Blodow, N., Dolha, M., and Beetz, M. (2008). Towards 3D point cloud based object maps for household environments. Rob. Auton. Syst. 56, 927-941. doi: 10.1016/j.robot.2008.08.005
    • (2008) Rob. Auton. Syst , vol.56 , pp. 927-941
    • Rusu, R.B.1    Marton, Z.C.2    Blodow, N.3    Dolha, M.4    Beetz, M.5
  • 37
    • 85019734932 scopus 로고    scopus 로고
    • Imagine all the plants: Evaluation of a light-field camera for on-site crop growth monitoring
    • Schima, R., Mollenhauer, H., Grenzdörffer, G., Merbach, I., Lausch, A., Dietrich, P., et al. (2016). Imagine all the plants: evaluation of a light-field camera for on-site crop growth monitoring. Remote Sens. 8:823. doi: 10.3390/rs8100823
    • (2016) Remote Sens , vol.8 , pp. 823
    • Schima, R.1    Mollenhauer, H.2    Grenzdörffer, G.3    Merbach, I.4    Lausch, A.5    Dietrich, P.6
  • 38
    • 84888048852 scopus 로고    scopus 로고
    • (Ed.) (1984). “Multivariate distributions,”
    • Hoboken, NJ: John Wiley & Sons, Inc
    • Seber, G. A. F. (ed.) (1984). “Multivariate distributions,” in Multivariate Observations, (Hoboken, NJ: John Wiley & Sons, Inc.), 17-58. doi: 10.1002/9780470316641.ch2
    • Multivariate Observations , pp. 17-58
    • Seber, G.A.F.1
  • 39
    • 84964053842 scopus 로고    scopus 로고
    • Structure from motion photogrammetry in physical geography
    • Smith, M. W., Carrivick, J. L., and Quincey, D. J. (2015). Structure from motion photogrammetry in physical geography. Prog. Phys. Geogr. 40, 247-275. doi: 10.1177/0309133315615805
    • (2015) Prog. Phys. Geogr , vol.40 , pp. 247-275
    • Smith, M.W.1    Carrivick, J.L.2    Quincey, D.J.3
  • 41
    • 84942540720 scopus 로고    scopus 로고
    • Fusion of plant height and vegetation indices for the estimation of barley biomass
    • Tilly, N., Aasen, H., and Bareth, G. (2015). Fusion of plant height and vegetation indices for the estimation of barley biomass. Remote Sens. 7, 11449-11480. doi: 10.3390/rs70911449
    • (2015) Remote Sens , vol.7 , pp. 11449-11480
    • Tilly, N.1    Aasen, H.2    Bareth, G.3
  • 43
    • 0036578912 scopus 로고    scopus 로고
    • Investigation of laser and ultrasonic ranging sensors for measurements of citrus canopy volume
    • Tumbo, S. D., Salyani, M., Whitney, J. D., Wheaton, T. A., and Miller, W. M. (2002). Investigation of laser and ultrasonic ranging sensors for measurements of citrus canopy volume. Appl. Eng. Agric. 18, 367-372. doi: 10.13031/2013.8587
    • (2002) Appl. Eng. Agric , vol.18 , pp. 367-372
    • Tumbo, S.D.1    Salyani, M.2    Whitney, J.D.3    Wheaton, T.A.4    Miller, W.M.5
  • 44
    • 84896315948 scopus 로고    scopus 로고
    • Direct georeferencing of ultrahighresolution UAV imagery
    • Turner, D., Lucieer, A., and Wallace, L. (2014). Direct georeferencing of ultrahighresolution UAV imagery. IEEE Trans. Geosci. Remote Sens. 52, 2738-2745. doi: 10.1109/TGRS.2013.2265295
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 2738-2745
    • Turner, D.1    Lucieer, A.2    Wallace, L.3
  • 48
    • 85006253072 scopus 로고    scopus 로고
    • Field Scanalyzer: An automated robotic field phenotyping platform for detailed crop monitoring
    • Virlet, N., Sabermanesh, K., Sadeghi-Tehran, P., and Hawkesford, M. J. (2016). Field Scanalyzer: an automated robotic field phenotyping platform for detailed crop monitoring. Funct. Plant Biol 44, 143-153. doi: 10.1071/FP16163
    • (2016) Funct. Plant Biol , vol.44 , pp. 143-153
    • Virlet, N.1    Sabermanesh, K.2    Sadeghi-Tehran, P.3    Hawkesford, M.J.4
  • 49
    • 79957626627 scopus 로고    scopus 로고
    • In-season prediction of corn yield using plant height under major production systems
    • Yin, X., McClure, M. A., Jaja, N., Tyler, D. D., and Hayes, R. M. (2011). In-season prediction of corn yield using plant height under major production systems. Agron. J. 103:923. doi: 10.2134/agronj2010.0450
    • (2011) Agron. J , vol.103 , pp. 923
    • Yin, X.1    McClure, M.A.2    Jaja, N.3    Tyler, D.D.4    Hayes, R.M.5
  • 50
    • 84860321951 scopus 로고    scopus 로고
    • A LIDAR-based crop height measurement system for Miscanthus giganteus
    • Zhang, L., and Grift, T. E. (2012). A LIDAR-based crop height measurement system for Miscanthus giganteus. Comput. Electron. Agric. 85, 70-76. doi: 10.1016/j.compag.2012.04.001
    • (2012) Comput. Electron. Agric , vol.85 , pp. 70-76
    • Zhang, L.1    Grift, T.E.2


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