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UAV image and ground data of two citrus 'Valencia' orange (Citrus sinensis [L.] Osbeck) rootstock trials

dataset
posted on 2024-09-19, 22:01 authored by Randall NiedzRandall Niedz, Kim D. BowmanKim D. Bowman

The data are UAV (Unmanned Aerial Vehicle) and individual tree ground measurements collected from 2 citrus rootstock trials at the U.S. Horticultural Research Laboratory Picos Road farm site, Ft. Pierce, Florida, USA located at 27.437115254946757, -80.42786069428246. The trees in both trials were Valencia sweet orange scion grafted onto various rootstock selections and varieties. The trials are designated as Valencia 5-16 and Valencia 17-28, which indicate the row numbers used for each trial. Valencia 5-16 includes 648 trees and Valencia 17-28 includes 643 trees. The ground data was taken for the 5-16 and 17-28 trials in 2020 and 2021, respectively. The UAV images were taken twice the same day, 5/12/2021, once each under partially sunny (images 27-176) and overcast conditions (images 177-327). A single flight of rows 5-28 for each condition captured both trials. Some of the images under the partially sunny condition show tree shadows when the sun was not obscured behind a cloud, whereas the images under the overcast condition flight have uniform lighting and no sun shadows. Each image is notated to designate the flight condition. For example, the image labeled DJI_0033_R5-R28_Valencia_sunny.JPG was taken from the partially sunny flight and the image labeled DJI_0183_R5-R28_Valencia_overcast.JPG was taken from the overcast flight. The UAV images were taken using a DJI Phantom 4 Pro drone using a side-overlap of 80% and a forward-overlap of 80% of the flight lines. The images are suitable for orthorectification. The images were red-green-blue (sRGB) in a 3:2 format with 5472 x 3648 pixels. The dataset is included in one folder that contains 305 files – 301 image files, 2 Excel spreadsheets (one for each trial) that contain the planting plan and ground measures, and 2 images with the rows and tree spaces labeled. The 2 labeled images are composite images constructed from the 150 images from the overcast set and were created to label rows and tree space numbers. The composite image is useful for general orientation and matching the individual trees to the ground data and other post-processing image analyses.

Funding

USDA-ARS: 6034-21000-020-000D

USDA-NIFA: 2017-70016-26328

Citrus Research and Development Foundation: 508

Citrus Research and Development Foundation: 15-002

Citrus Research and Development Foundation: 18-004

History

Data contact name

Niedz, Randall, P.

Data contact email

randall.niedz@usda.gov

Publisher

Ag Data Commons

Intended use

The combination of ground validated measures and aerial images taken under 2 different lighting conditions make these data sets useful for 1) building AI-based aerial image data collection applications suitable for replacing some or all the ground measures and 2) visualizing the effects of different rootstock selections and varieties on scion growth, effects that may not be fully captured with single measure metrics. The images are suitable for orthorectification.

Use limitations

One limitation is that the data are for one year. A citrus rootstock field trial typically requires at least 8-10 years, 3 years before the trees flower and set fruit, and another 5-7 years to assess fruit production. Ground data is taken every year of the trial and fruit data every year that the trees produce fruit. Ideally, aerial images would be taken each year of the trial. Another limitation is that the aerial images are a top-down view and taken at a single altitude of 46 meters. Other types of aerial images such as oblique views and lower altitudes for more detail might could also be useful. The aerial images are JPG format. JPG uses lossy compression, which means some image data is discarded to reduce file size, and because the data is compressed artefacts can be introduced. RAW format would provide much more image information including a wider dynamic range and color spectrum.

Temporal Extent Start Date

2021-05-12

Frequency

  • asNeeded

Theme

  • Non-geospatial

Geographic Coverage

{"type":"FeatureCollection","features":[{"geometry":{"type":"Point","coordinates":[-80.42786069428246,27.437115254946757]},"type":"Feature","properties":{}}]}

Geographic location - description

The images and ground data were taken at the U.S. Horticultural Research Laboratory Picos Road farm site, Fort Pierce, FL 34945. (27.437115254946757, -80.42786069428246).

ISO Topic Category

  • biota
  • farming

National Agricultural Library Thesaurus terms

unmanned aerial vehicles; oranges; Citrus sinensis; rootstocks; trees; farms; Florida; scions; grafting (plants); image analysis; flight; lighting; data collection; planting; aerial photography; remote sensing; field experimentation; flowers; fruits; fruit growing; altitude; color

OMB Bureau Code

  • 005:18 - Agricultural Research Service

OMB Program Code

  • 005:040 - National Research

ARS National Program Number

  • 301

Primary article PubAg Handle

Pending citation

  • No

Public Access Level

  • Public