mlsanityData to 14 Oct 2026

Decentralized Vision-Based Autonomous Aerial Wildlife Monitoring

arXiv 2508.15038 ↗First posted 20 Aug 2025cs.RO cs.AI cs.CVcited by 3

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Abstract (arXiv)

Wildlife field operations demand efficient parallel deployment methods to identify and interact with specific individuals, enabling simultaneous collective behavioral analysis, and health and safety interventions. Previous robotics solutions approach the problem from the herd perspective, or are manually operated and limited in scale. We propose a decentralized vision-based multi-quadrotor system for wildlife monitoring that is scalable, low-bandwidth, and sensor-minimal (single onboard RGB camera). Our approach enables robust identification and tracking of large species in their natural habitat. We develop novel vision-based coordination and tracking algorithms designed for dynamic, unstructured environments without reliance on centralized communication or control. We validate our system through real-world experiments, demonstrating reliable deployment in diverse field conditions.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 13 of its 27 references that are in the map. First posted on arXiv 20 Aug 2025.

Builds on

13 of 27 references.

References · 13

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  3. 2015You Only Look Once: Unified, Real-Time Object Detectioncited by 4,859
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  6. 2023Recent Advancements in End-to-End Autonomous Driving using Deep Learning: A Surveycited by 103
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  8. 2023Follow Anything: Open-set detection, tracking, and following in real-timecited by 29
  9. 2024Gaussian Splatting to Real World Flight Navigation Transfer with Liquid Networkscited by 15
  10. 2018A Distributed Version of the Hungarian Method for Multi-Robot Assignmentcited by 7
  11. 2022GLAN: A Graph-based Linear Assignment Networkcited by 6
  12. 2022Intention Communication and Hypothesis Likelihood in Game-Theoretic Motion Planningcited by 2
1 more
  1. 2022Task Allocation using a Team of Robotscited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 3.

3 papers.