Journal of Unmanned Vehicle Systems · 2019 · 45 citations · 56 references
Life SciencesMarine BiologyMarine SciencesMarine EcologyMarine MammalogyUnmanned Aircraft SystemsMarine Vertebrate ZoologyMarine Wildlife ManagementUnderwater SurveyWildlife Survey MethodsAccuracyAerial SurveysAerial Wildlife SurveysDrone-based SurveyNearshore DistributionUnmanned Aerial Vehicle SensingUnmanned Aerial Vehicle SurveysWildlife Surveys
Aerial surveys of large marine wildlife in nearshore areas can support management actions to ensure conservation of this megafauna. While most aerial surveys of marine wildlife have been carried out using manned aircraft, unmanned aerial systems (commonly known as drones) are being increasingly used. Here, we compare the relative accuracy and precision of marine wildlife surveys from a multirotor drone and a manned helicopter for the first time. At two locations on the east coast of Australia, we simultaneously surveyed sharks (including white sharks, Carcharodon carcharias), dolphins, rays, and sea turtles in nearshore coastal areas using a multirotor drone (DJI Inspire I) and a helicopter (Robinson 44 Clipper II) over 26 separate flights. Sampling included the real-time quantification of marine wildlife by an observer in the helicopter and the pilot of the drone. The video feed from the drone was then later re-sampled in the laboratory. Of the three methods, post-hoc analysis of drone video footage is likely to provide the most accurate and precise estimates of marine wildlife in nearshore areas. When real-time data are required (e.g., for shark-risk mitigation), manned helicopters (over larger stretches of coast) and drones (across localised beaches) will both be useful.
56
A Simple Sequentially Rejective Multiple Test Procedure
Sture Holm · Scandinavian Journal of Statistics · 1979 · 21.8K citations
Recent advances in convolutional neural networks
Jiuxiang Gu, Zhenhua Wang, Jason Kuen et al. · Pattern Recognition · 2017 · 6.3K citations
Depletion, Degradation, and Recovery Potential of Estuaries and Coastal Seas
Heike K. Lotze, Hunter S. Lenihan, Bruce J. Bourque et al. · Science · 2006 · 3.3K citations