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Accuracy Assessment of an eBee UAS Survey
McCain McMurray
Remote Sensing Specialist
Overview
- Survey background
- eBee unmanned aircraft system (UAS)
- Survey site and ground control
- Planning the flight
- Flying the survey
- Processing the results
- Results: point cloud, orthomosaic, digital surface model
- Assessing the accuracy of results
| 2
Background
| 3
eBee UAS
| 4
UAV Technical Specifications
Wingspan 97 cm
Weight 700 g
Payload 16 megapixel camera
Endurance 50 minutes of flight time
Propulsion Electric brushless motor
Nominal cruise speed 55 km/h
Wind resistance Up to 40 km/h
Survey area (4 cm) 1.50 km2
Survey site
| 5
Ground control
- Surveyors contracted to create 20 GCPs prior to survey
- RTK GNSS, 2 – 3 cm precision
- 5 gallon bucket lids used for photogrammetric targets
| 6
Ground Control
| 7
Mission planning in eMotion 2 (senseFly)
| 8
Flying the survey
- 38 minute flight
- 412 images captured
- Avg. wind speed 7.5 km/h, max. wind speed 12.2 km/h
| 9
Adding calibration GCPs in Postflight Terra 3D
| 10
Processing the survey data
| 11
Survey results
- Postflight outputs three main survey results: a point cloud, a digital
surface model (DSM) and an orthomosaic
- Point cloud is a set of points plotted in a three dimensional
coordinate system
- DSM is a rasterized interpolation of the point cloud
- An orthomosaic is a composite aerial image that has been
projected on top of the DSM
| 12
Survey results: point cloud
| 13
- > 53 million points
- Average point spacing 0.154 m
- Point density 42.375 points/m2
- Colored using RGB data from imagery
GSD and RMSE
- “RMSE is the square root of the average of the set of squared
differences between dataset coordinate values and coordinate
values from an independent source of higher accuracy for identical
points.” - ASPRS
- Expected relative accuracy: 1-2 pixels horizontally, 2-3 pixels
vertically
- GSD: 4.33 cm
- 4.33 cm < Expected RMSExy < 8.66 cm
- 8.66 cm < Expected RMSEz < 12.99 cm
- Absolute accuracy is expected to be within these ranges if accurate
GCPs are used to calibrate the survey data
| 14
Accuracy assessment: point cloud
| 15
- Point cloud more accurate than
orthomosaic and DSM
- Conducted using Postflight
- Validation GCPs added as
“check points”
- Not incorporated in processing
the survey data
- Postflight automatically
calculates RMSE for x, y and z
- RMSEx = 3.71 cm (= 0.86 * GSD)
- RMSEy = 6.55 cm (= 1.51 * GSD)
- RMSEz = 7.04 cm (= 1.63 * GSD)
Survey results: orthomosaic
| 16
Accuracy assessment: orthomosaic
| 17
- Location of validation GCPs in orthomosaic measured in ArcMap
and entered into Excel to calculate RMSE
- RMSEx = 4.02 cm (= 0.93 * GSD)
- RMSEy = 7.89 cm (= 1.82 * GSD)
Survey results: DSM
| 18
Accuracy assessment: DSM
| 19
- Validation GCPs located in orthomosaic, elevation of corresponding
cell in DSM entered into Excel to calculate RMSE
- RMSEz = 7.71 cm (= 1.78 * GSD)
Accuracy assessment: summary
- Expected accuracy for survey products:
RMSExy = GSD * 1.5
RMSEz = GSD * 2.5
| 20
Conclusion
| 21
This survey and accuracy assessment demonstrate that the eBee UAV
is capable of generating survey datasets with accuracy levels that meet
and exceed the expected relationship with GSD.

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Accuracy Assessment Of An eBee UAS Survey

  • 1. Accuracy Assessment of an eBee UAS Survey McCain McMurray Remote Sensing Specialist
  • 2. Overview - Survey background - eBee unmanned aircraft system (UAS) - Survey site and ground control - Planning the flight - Flying the survey - Processing the results - Results: point cloud, orthomosaic, digital surface model - Assessing the accuracy of results | 2
  • 4. eBee UAS | 4 UAV Technical Specifications Wingspan 97 cm Weight 700 g Payload 16 megapixel camera Endurance 50 minutes of flight time Propulsion Electric brushless motor Nominal cruise speed 55 km/h Wind resistance Up to 40 km/h Survey area (4 cm) 1.50 km2
  • 6. Ground control - Surveyors contracted to create 20 GCPs prior to survey - RTK GNSS, 2 – 3 cm precision - 5 gallon bucket lids used for photogrammetric targets | 6
  • 8. Mission planning in eMotion 2 (senseFly) | 8
  • 9. Flying the survey - 38 minute flight - 412 images captured - Avg. wind speed 7.5 km/h, max. wind speed 12.2 km/h | 9
  • 10. Adding calibration GCPs in Postflight Terra 3D | 10
  • 12. Survey results - Postflight outputs three main survey results: a point cloud, a digital surface model (DSM) and an orthomosaic - Point cloud is a set of points plotted in a three dimensional coordinate system - DSM is a rasterized interpolation of the point cloud - An orthomosaic is a composite aerial image that has been projected on top of the DSM | 12
  • 13. Survey results: point cloud | 13 - > 53 million points - Average point spacing 0.154 m - Point density 42.375 points/m2 - Colored using RGB data from imagery
  • 14. GSD and RMSE - “RMSE is the square root of the average of the set of squared differences between dataset coordinate values and coordinate values from an independent source of higher accuracy for identical points.” - ASPRS - Expected relative accuracy: 1-2 pixels horizontally, 2-3 pixels vertically - GSD: 4.33 cm - 4.33 cm < Expected RMSExy < 8.66 cm - 8.66 cm < Expected RMSEz < 12.99 cm - Absolute accuracy is expected to be within these ranges if accurate GCPs are used to calibrate the survey data | 14
  • 15. Accuracy assessment: point cloud | 15 - Point cloud more accurate than orthomosaic and DSM - Conducted using Postflight - Validation GCPs added as “check points” - Not incorporated in processing the survey data - Postflight automatically calculates RMSE for x, y and z - RMSEx = 3.71 cm (= 0.86 * GSD) - RMSEy = 6.55 cm (= 1.51 * GSD) - RMSEz = 7.04 cm (= 1.63 * GSD)
  • 17. Accuracy assessment: orthomosaic | 17 - Location of validation GCPs in orthomosaic measured in ArcMap and entered into Excel to calculate RMSE - RMSEx = 4.02 cm (= 0.93 * GSD) - RMSEy = 7.89 cm (= 1.82 * GSD)
  • 19. Accuracy assessment: DSM | 19 - Validation GCPs located in orthomosaic, elevation of corresponding cell in DSM entered into Excel to calculate RMSE - RMSEz = 7.71 cm (= 1.78 * GSD)
  • 20. Accuracy assessment: summary - Expected accuracy for survey products: RMSExy = GSD * 1.5 RMSEz = GSD * 2.5 | 20
  • 21. Conclusion | 21 This survey and accuracy assessment demonstrate that the eBee UAV is capable of generating survey datasets with accuracy levels that meet and exceed the expected relationship with GSD.

Editor's Notes

  1. Name Title I’d like to thank Sensefly for giving me this opportunity to present some of the work I’ve been doing with their eBee UAS.
  2. NF is a 300 person environmental consulting firm I started 9 months ago - UAS data facilitate the work being done by scientists and engineers? - Day 1 – figure out how to use the eBee Survey and acc ass here demonstrates the quality and accuracy of data that can be eBee produces
  3. Define UAS [show equipment] basic characteristics of the eBee UAV Incredible wind resistance for the lightweight design – tell story of crabbing Another cool thing – describe shutting off motor to reduce vibrations during exposure Software even better – flexible, reliable
  4. Near Deming, NM (SW corner of the state) Inactive open pit mine on the side of a small hill Less than ¼ square mile Pit, cleared gravel area, surrounded by high desert environment Legal – partnered with NMSU’s Physical Science Laboratory History working with drones Several COAs in NM We contracted them to operate under their COA
  5. Spread homogeneously across the survey site Higher density near pit/hill Vertical relief
  6. Spread homogeneously across the survey site Higher density near pit/hill Vertical relief White icons indicate calibration GCPs, those used to calibrate the survey data and tie them to real-world coordinates Red icons indicate validation GCPs used to assess the accuracy of the survey products.
  7. Search location – Cage, NM Find survey area Drag and drop survey boundaries Place start position of the eBee Check resolution Confirm overlap is 60%, 75% Increase working area radius Briefly touch on safety feature check boxes Generate perpendicular flight lines Use elevation data to set absolute waypoint altitudes
  8. Initially annoyed – only monitoring picture -- looking bored. However – supports reliability of eBee Flight log sheet – used to record weather, takeoff/landing, problems, observations
  9. Postflight requires minimum of 3 GCPs to calibrate survey data 5-10 calibration GCPs are typically sufficient 9 calibration GCPs were used for this project Each GCP should be visible in a minimum of two images Optimal results: each GCP should be visible in at least 5 images
  10. Processing in Postflight is very straightforward Number of different options for customizing the data being generated Default options typically work well Processing is hands-off Often leave mine to run over night This project required about 6 hours total processing – all hands-off
  11. Note that this model includes above-ground features