Abstract

The abundance of litter pollution in the marine environment has been increasing globally. Remote sensing techniques are valuable tools to advance knowledge on litter abundance, distribution and dynamics. Images collected by Unmanned Aerial Vehicles (UAV, aka drones) are highly efficient to map and monitor local beached (BL) and floating (FL) marine litter items. In this work, the operational insights to carry out both BL and FL surveys using UAVs are detailly described. In particular, flight planning and deployment, along with image products processing and analysis, are reported and compared. Furthermore, analogies and differences between UAV-based BL and FL mapping are discussed, with focus on the challenges related to BL and FL item detection and recognition. Given the efficiency of UAV to map BL and FL, this remote sensing technique can replace traditional methods for litter monitoring, further improving the knowledge of marine litter dynamics in the marine environment. This communication aims at helping researchers in planning and performing optimized drone-based BL and FL surveys.

Highlights

  • The abundance of litter waste in the marine environment has been increasing globally during the last decades [1–4]

  • Images collected by Unmanned Aerial Vehicles (UAV, aka drones) are highly efficient to map and monitor beached (BL) and floating (FL) marine litter items

  • The operational procedures to carry out both beached litter (BL) and floating litter (FL) surveys using UAV were described and commented in detail

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Summary

Beached and Floating Litter

Vehicles: Operational Analogies and Keywords: Plastics; Environmental Monitoring; Beach Pollution; Ocean Pollution; Machine Learning; Drone; Coastal Monitoring.

Introduction
Beached and Floating Litter Survey Experiences with Unmanned Aerial Vehicles
Environmental Constraints
Image Products and Analysis
Manual Image Screening
Machine Learning and Automated Detection
Findings
Discussion
Conclusions

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