Reproducibility of crop surface maps extracted from Unmanned Aerial Vehicle (UAV) derived digital surface maps

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 9998, Issue , 2016, Pages

  Parkes, Stephen D ^a   McCabe, Matthew F ^a   Al Mashhawari, Samir K ^a   Rosas, Jorge ^a  

^a KING ABDULLAH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Saudi Arabia)

Author keywords

Alfalfa; Crop Height; UAV; Vegetation Index

Indexed keywords

AGRICULTURE; ECOLOGY; ECOSYSTEMS; HYDROLOGY; MAPS; PIXELS; REMOTE SENSING; SOILS; SURVEYS; UNMANNED AERIAL VEHICLES (UAV); VEGETATION;

ALFALFA; AUTOMATIC THRESHOLDING; CROP HEIGHT; DIGITAL SURFACE MAPS; STRUCTURE FROM MOTION ALGORITHM; THRESHOLDING METHODS; THRESHOLDING TECHNIQUES; VEGETATION INDEX;

CROPS;

EID: 85011030548     PISSN: 0277786X     EISSN: 1996756X     Source Type: Conference Proceeding    
DOI: 10.1117/12.2241280     Document Type: Conference Paper

References (20)

1. Torres-Sánchez, J., Peña, J. M., de Castro, A. I., López-Granados, F., "Multi-Temporal mapping of the vegetation fraction in early-season wheat fields using images from UAV, " Comput. Electron. Agric. 103, 104-113 (2014).
2. Zarco-Tejada, P. J., González-Dugo, V., Berni, J. A. J., "Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera, " Remote Sens. Environ. 117, 322-337 (2012).
3. Bendig, J., Yu, K., Aasen, H., Bolten, A., Bennertz, S., Broscheit, J., Gnyp, M. L., Bareth, G., "Combining UAV-based plant height from crop surface models, visible, and near infrared vegetation indices for biomass monitoring in barley, " Int. J. Appl. Earth Obs. Geoinf. 39, 79-87 (2015).
4. Berni, J. A. J., Zarco-Tejada, P. J., Suarez, L., Fereres, E., "Thermal and Narrowband Multispectral Remote Sensing for Vegetation Monitoring From an Unmanned Aerial Vehicle, " IEEE Trans. Geosci. Remote Sens. 47(3), 722-738 (2009).
5. Peña, J. M., Torres-Sánchez, J., de Castro, A. I., Kelly, M., López-Granados, F., "Weed Mapping in Early-Season Maize Fields Using Object-Based Analysis of Unmanned Aerial Vehicle (UAV) Images, " PLoS One 8(10), e77151, Public Library of Science (2013).
6. Torres-Sánchez, J., López-Granados, F., De Castro, A. I., Peña-Barragán, J. M., "Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management, " PLoS One 8(3), e58210, Public Library of Science (2013).
7. Hoffmann, H., Nieto, H., Jensen, R., Guzinski, R., Zarco-Tejada, P., Friborg, T., "Estimating evaporation with thermal UAV data and two-source energy balance models, " Hydrol. Earth Syst. Sci. 20(2), 697-713, Copernicus Publications (2016).
8. Wallace, L., Musk, R., Lucieer, A., "An Assessment of the Repeatability of Automatic Forest Inventory Metrics Derived From UAV-Borne Laser Scanning Data, " IEEE Trans. Geosci. Remote Sens. 52(11), 7160-7169 (2014).
9. Wallace, L., Lucieer, A., Watson, C., Turner, D., "Development of a UAV-LiDAR System with Application to Forest Inventory, " Remote Sens. 4(12), 1519-1543, Molecular Diversity Preservation International (2012).
10. Bendig, J., Willkomm, M., Tilly, N., Gnyp, M. L., Bennertz, S., Qiang, C., Miao, Y., Lenz-Wiedemann, V. I. S., Bareth, G., "Very high resolution crop surface models (CSMs) from UAV-based stereo images for rice growth monitoring In Northeast China, " ISPRS-Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XL-1/W2(September), 45-50 (2013).
11. Geipel, J., Link, J., Claupein, W., "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(11), 10335-10355, Multidisciplinary Digital Publishing Institute (2014).
12. Turner, D., Lucieer, A., Watson, C., "An Automated Technique for Generating Georectified Mosaics from Ultra-High Resolution Unmanned Aerial Vehicle (UAV) Imagery, Based on Structure from Motion (SfM) Point Clouds, " Remote Sens. 4(12), 1392-1410, Molecular Diversity Preservation International (2012).
13. Wallace, L., Lucieer, A., Malenovský, Z., Turner, D., Vopěnka, P., "Assessment of Forest Structure Using Two UAV Techniques: A Comparison of Airborne Laser Scanning and Structure from Motion (SfM) Point Clouds, " Forests 7(3), 62, Multidisciplinary Digital Publishing Institute (2016).
14. Zarco-Tejada, P. J., Diaz-Varela, R., Angileri, V., Loudjani, P., "Tree height quantification using very high resolution imagery acquired from an unmanned aerial vehicle (UAV) and automatic 3D photo-reconstruction methods, " Eur. J. Agron. 55, 89-99 (2014).
15. Grenzdörffer, G. J., "Crop height determination with UAS point clouds, " ISPRS-Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XL-1, 135-140, Copernicus Publications (2014).
16. Meyer, G. E., Neto, J. C., "Verification of color vegetation indices for automated crop imaging applications, " Comput. Electron. Agric. 63(2), 282-293 (2008).
17. Gitelson, A. A., Kaufman, Y. J., Stark, R., Rundquist, D., "Novel algorithms for remote estimation of vegetation fraction, " Remote Sens. Environ. 80(1), 76-87 (2002).
18. Houborg, R., McCabe, M. F., "Adapting a regularized canopy reflectance model (REGFLEC) for the retrieval challenges of dryland agricultural systems, " Remote Sens. Environ. 186, 105-120 (2016).
19. El Kenawy, A. M., McCabe, M. F., Vicente-Serrano, S. M., Robaa, S. M., "Recent changes in continentality and aridity conditions over the Middle East and North Africa region, and their association with circulation patterns, " Clim. Res. 69(1), 25-43 (2016).
20. Otsu, N., "Threshold selection method from grey-level histograms, " IEEE Trans Syst Man Cybern SMC-9(1), 62-66 (1979).