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2020 | OriginalPaper | Buchkapitel

3D Spatial Coverage Measurement of Aerial Images

verfasst von : Abdullah Alfarrarjeh, Zeyu Ma, Seon Ho Kim, Cyrus Shahabi

Erschienen in: MultiMedia Modeling

Verlag: Springer International Publishing

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Abstract

Unmanned aerial vehicles (UAVs) such as drones are becoming significantly prevalent in both daily life (e.g., event coverage, tourism) and critical situations (e.g., disaster management, military operations), generating an unprecedented number of aerial images and videos. UAVs are usually equipped with various sensors (e.g., GPS, accelerometers and gyroscopes) so provide sufficient spatial metadata that describe the spatial extent (referred to as aerial field-of-view) of recorded imagery. Such spatial metadata can be used efficiently to answer a fundamental question about how well a collection of aerial imagery covers a certain area spatially by evaluating the adequacy of the collected aerial imagery and estimating their sufficiency. This paper provides an answer to such questions by introducing 3D spatial coverage measurement models to collectively quantify the spatial and directional coverage of a geo-tagged aerial image dataset. Through experimental evaluation using real datasets, the paper demonstrates that our proposed models can be implemented with highly efficient computation of 3D space geometry.

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Fußnoten
1
In the near future, aerial images can be potentially used for smart city applications, e.g., street cleanliness classification [1] and material recognition [3].
 
2
Regarding Eq. 2, each combination of signs corresponds to the four different points.
 
3
Other index structures include R-tree [11], Quad-tree [10], and Grid.
 
4
The proof is omitted due to space limitation. In practice, it can be lower, but still prohibitive.
 
5
The proof is omitted due to limited space.
 
6
m can be further reduced in ECM and WCM, which we will not discuss here.
 
7
Subsetting does not affect the accuracy of the coverage models.
 
Literatur
1.
Zurück zum Zitat Alfarrarjeh, A., et al.: Image classification to determine the level of street cleanliness: a case study. In: BigMM, pp. 1–5. IEEE (2018) Alfarrarjeh, A., et al.: Image classification to determine the level of street cleanliness: a case study. In: BigMM, pp. 1–5. IEEE (2018)
2.
Zurück zum Zitat Alfarrarjeh, A., et al.: Spatial coverage measurement of geo-tagged visual data: a database approach. In: BigMM, pp. 1–8. IEEE (2018) Alfarrarjeh, A., et al.: Spatial coverage measurement of geo-tagged visual data: a database approach. In: BigMM, pp. 1–8. IEEE (2018)
3.
Zurück zum Zitat Alfarrarjeh, A., et al.: Recognizing material of a covered object: a case study with graffiti. In: ICIP, pp. 2491–2495. IEEE (2019) Alfarrarjeh, A., et al.: Recognizing material of a covered object: a case study with graffiti. In: ICIP, pp. 2491–2495. IEEE (2019)
4.
Zurück zum Zitat Alfarrarjeh, A., et al.: A web-based visualization tool for 3D spatial coverage measurement of aerial images. In: Cheng, W.-H., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 715–721. Springer, Cham (2020) Alfarrarjeh, A., et al.: A web-based visualization tool for 3D spatial coverage measurement of aerial images. In: Cheng, W.-H., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 715–721. Springer, Cham (2020)
5.
Zurück zum Zitat Alfarrarjeh, A., et al.: Scalable spatial crowdsourcing: a study of distributed algorithms. In: MDM, vol. 1, pp. 134–144. IEEE (2015) Alfarrarjeh, A., et al.: Scalable spatial crowdsourcing: a study of distributed algorithms. In: MDM, vol. 1, pp. 134–144. IEEE (2015)
6.
Zurück zum Zitat Ay, S.A., et al.: Viewable scene modeling for geospatial video search. In: MM, pp. 309–318. ACM (2008) Ay, S.A., et al.: Viewable scene modeling for geospatial video search. In: MM, pp. 309–318. ACM (2008)
7.
Zurück zum Zitat Bentley, J.L.: Multidimensional binary search trees used for associative searching. Commun. ACM 18(9), 509–517 (1975)MathSciNetCrossRef Bentley, J.L.: Multidimensional binary search trees used for associative searching. Commun. ACM 18(9), 509–517 (1975)MathSciNetCrossRef
8.
Zurück zum Zitat Bringmann, K., Friedrich, T.: Approximating the volume of unions and intersections of high-dimensional geometric objects. CG 43(6), 601–610 (2010)MathSciNetMATH Bringmann, K., Friedrich, T.: Approximating the volume of unions and intersections of high-dimensional geometric objects. CG 43(6), 601–610 (2010)MathSciNetMATH
9.
Zurück zum Zitat Del B., A., et al.: Visual coverage using autonomous mobile robots for search and rescue applications. In: SSRR, pp. 1–8. IEEE (2013) Del B., A., et al.: Visual coverage using autonomous mobile robots for search and rescue applications. In: SSRR, pp. 1–8. IEEE (2013)
10.
11.
Zurück zum Zitat Guttman, A.: R-trees: A dynamic Index Structure for Spatial Searching. In: SIGMOD, pp. 47–57. ACM Press (1984) Guttman, A.: R-trees: A dynamic Index Structure for Spatial Searching. In: SIGMOD, pp. 47–57. ACM Press (1984)
12.
Zurück zum Zitat Kazemi, L., Shahabi, C.: GeoCrowd: enabling query answering with spatial crowdsourcing. In: SIGSPATIAL GIS, pp. 189–198. ACM (2012) Kazemi, L., Shahabi, C.: GeoCrowd: enabling query answering with spatial crowdsourcing. In: SIGSPATIAL GIS, pp. 189–198. ACM (2012)
13.
Zurück zum Zitat Kim, S.H., et al.: TVDP: translational visual data platform for smart cities. In: ICDEW, pp. 45–52. IEEE (2019) Kim, S.H., et al.: TVDP: translational visual data platform for smart cities. In: ICDEW, pp. 45–52. IEEE (2019)
15.
Zurück zum Zitat Lu, Y., Shahabi, C.: Efficient indexing and querying of geo-tagged aerial videos. In: SIGSPATIAL GIS, pp. 1–10. ACM (2017) Lu, Y., Shahabi, C.: Efficient indexing and querying of geo-tagged aerial videos. In: SIGSPATIAL GIS, pp. 1–10. ACM (2017)
16.
Zurück zum Zitat Oettershagen, P., Stastny, T., Mantel, T., Melzer, A., Rudin, K., Gohl, P., Agamennoni, G., Alexis, K., Siegwart, R.: Long-endurance sensing and mapping using a hand-launchable solar-powered UAV. In: Wettergreen, D.S., Barfoot, T.D. (eds.) Field and Service Robotics. STAR, vol. 113, pp. 441–454. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-27702-8_29CrossRef Oettershagen, P., Stastny, T., Mantel, T., Melzer, A., Rudin, K., Gohl, P., Agamennoni, G., Alexis, K., Siegwart, R.: Long-endurance sensing and mapping using a hand-launchable solar-powered UAV. In: Wettergreen, D.S., Barfoot, T.D. (eds.) Field and Service Robotics. STAR, vol. 113, pp. 441–454. Springer, Cham (2016). https://​doi.​org/​10.​1007/​978-3-319-27702-8_​29CrossRef
17.
Zurück zum Zitat Oettershagen, P., et al.: Design of small hand-launched solar-powered UAVs: from concept study to a multi-day world endurance record flight. J. Field Robot. 34(7), 1352–1377 (2017)CrossRef Oettershagen, P., et al.: Design of small hand-launched solar-powered UAVs: from concept study to a multi-day world endurance record flight. J. Field Robot. 34(7), 1352–1377 (2017)CrossRef
18.
Zurück zum Zitat Papatheodorou, S., et al.: Collaborative visual area coverage. Robot. Auton. Syst. 92, 126–138 (2017)CrossRef Papatheodorou, S., et al.: Collaborative visual area coverage. Robot. Auton. Syst. 92, 126–138 (2017)CrossRef
19.
Zurück zum Zitat Sameer, A., et al.: Building Rome in a day. In: ICCV, pp. 72–79. IEEE Computer Society (2009) Sameer, A., et al.: Building Rome in a day. In: ICCV, pp. 72–79. IEEE Computer Society (2009)
Metadaten
Titel
3D Spatial Coverage Measurement of Aerial Images
verfasst von
Abdullah Alfarrarjeh
Zeyu Ma
Seon Ho Kim
Cyrus Shahabi
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-37731-1_30

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