Reconstruction of 3D flight trajectories from ad-hoc camera networks
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Abstract (arXiv)
We present a method to reconstruct the 3D trajectory of an airborne robotic system only from videos recorded with cameras that are unsynchronized, may feature rolling shutter distortion, and whose viewpoints are unknown. Our approach enables robust and accurate outside-in tracking of dynamically flying targets, with cheap and easy-to-deploy equipment. We show that, in spite of the weakly constrained setting, recent developments in computer vision make it possible to reconstruct trajectories in 3D from unsynchronized, uncalibrated networks of consumer cameras, and validate the proposed method in a realistic field experiment. We make our code available along with the data, including cm-accurate ground-truth from differential GNSS navigation.
Key facts. Cited by 12 papers in the map (data through 13 Oct 2026). First posted on arXiv 10 Mar 2020.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 2; 2024: 1; 2025: 5; 2026: 3.
12 papers.
- 2023Multiview Aerial Visual Recognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?cited by 17
- 2025Strong Baseline: Multi-UAV Tracking via YOLOv12 with BoT-SORT-ReIDcited by 4
- 2025Vision-Based Anti Unmanned Aerial Technology: Opportunities and Challengescited by 4
- 2025LRDDv2: Enhanced Long-Range Drone Detection Dataset with Range Information and Comprehensive Real-World Challengescited by 4
- 20233D Trajectory Reconstruction of Drones using a Single Cameracited by 1
- 2024UAVDB: Point-Guided Masks for UAV Detection and Segmentationcited by 1
- 2025Visual Sync: Multi-Camera Synchronization via Cross-View Object Motioncited by 1
- 2026LRDDv3: High-Resolution Long-Range Drone Detection Dataset with Range Information and Thermal Datacited by 1
- 20213D Reconstruction from public webcamscited by 0
- 2025A Modular Pipeline for 3D Object Tracking Using RGB Camerascited by 0
- 2026DroneKey++: A Size Prior-free Method and New Benchmark for Drone 3D Pose Estimation from Sequential Imagescited by 0
- 2026DroneDAR: Long-Range Drone Distance Estimation Using Monocular Vision and Bounding-Box Featurescited by 0
- 2026DroneDAR: Long-Range Drone Distance Estimation Using Monocular Vision and Bounding-Box Features5 Jun 2026
- 2026LRDDv3: High-Resolution Long-Range Drone Detection Dataset with Range Information and Thermal Data25 May 2026
- 2026DroneKey++: A Size Prior-free Method and New Benchmark for Drone 3D Pose Estimation from Sequential Images5 Feb 2026
- 2025Visual Sync: Multi-Camera Synchronization via Cross-View Object Motion1 Dec 2025
- 2025LRDDv2: Enhanced Long-Range Drone Detection Dataset with Range Information and Comprehensive Real-World Challenges5 Aug 2025
- 2025Vision-Based Anti Unmanned Aerial Technology: Opportunities and Challenges14 Jul 2025
- 2025Strong Baseline: Multi-UAV Tracking via YOLOv12 with BoT-SORT-ReID21 Mar 2025
- 2025A Modular Pipeline for 3D Object Tracking Using RGB Cameras6 Mar 2025
- 2024UAVDB: Point-Guided Masks for UAV Detection and Segmentation9 Sep 2024
- 2023Multiview Aerial Visual Recognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?7 Dec 2023
- 20233D Trajectory Reconstruction of Drones using a Single Camera6 Sep 2023
- 20213D Reconstruction from public webcams21 Aug 2021