ALTO: A Large-Scale Dataset for UAV Visual Place Recognition and Localization
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Abstract (arXiv)
We present the ALTO dataset, a vision-focused dataset for the development and benchmarking of Visual Place Recognition and Localization methods for Unmanned Aerial Vehicles. The dataset is composed of two long (approximately 150km and 260km) trajectories flown by a helicopter over Ohio and Pennsylvania, and it includes high precision GPS-INS ground truth location data, high precision accelerometer readings, laser altimeter readings, and RGB downward facing camera imagery. In addition, we provide reference imagery over the flight paths, which makes this dataset suitable for VPR benchmarking and other tasks common in Localization, such as image registration and visual odometry. To the author's knowledge, this is the largest real-world aerial-vehicle dataset of this kind. Our dataset is available at https://github.com/MetaSLAM/ALTO.
Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 0 of its 7 references that are in the map. First posted on arXiv 19 Jul 2022.
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Citing papers per year: 2022: 2; 2023: 2; 2024: 3; 2025: 4; 2026: 1.
12 papers.
- 2025UAVScenes: A Multi-Modal Dataset for UAVscited by 27
- 2024General Place Recognition Survey: Towards Real-World Autonomycited by 23
- 2024UAVD4L: A Large-Scale Dataset for UAV 6-DoF Localizationcited by 22
- 2025OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodatacited by 12
- 2022General Place Recognition Survey: Towards the Real-world Autonomy Agecited by 11
- 2022iSimLoc: Visual Global Localization for Previously Unseen Environments with Simulated Imagescited by 6
- 2023AirIMU: Learning Uncertainty Propagation for Inertial Odometrycited by 6
- 2024Visual place recognition for aerial imagery: A surveycited by 4
- 2023CurriculumLoc: Enhancing Cross-Domain Geolocalization through Multi-Stage Refinementcited by 1
- 2026OrthoTrack: Continuous 6-DoF UAV Trajectory Estimation Anchored in Public Orthophotoscited by 1
- 2025Visual Place Recognition for Large-Scale UAV Applicationscited by 0
- 2025Beyond Paired Data: Self-Supervised UAV Geo-Localization from Reference Imagery Alonecited by 0
- 2026OrthoTrack: Continuous 6-DoF UAV Trajectory Estimation Anchored in Public Orthophotos24 Jun 2026
- 2025Beyond Paired Data: Self-Supervised UAV Geo-Localization from Reference Imagery Alone2 Dec 2025
- 2025OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodata22 Sep 2025
- 2025UAVScenes: A Multi-Modal Dataset for UAVs30 Jul 2025
- 2025Visual Place Recognition for Large-Scale UAV Applications20 Jul 2025
- 2024Visual place recognition for aerial imagery: A survey2 Jun 2024
- 2024General Place Recognition Survey: Towards Real-World Autonomy8 May 2024
- 2024UAVD4L: A Large-Scale Dataset for UAV 6-DoF Localization11 Jan 2024
- 2023CurriculumLoc: Enhancing Cross-Domain Geolocalization through Multi-Stage Refinement20 Nov 2023
- 2023AirIMU: Learning Uncertainty Propagation for Inertial Odometry7 Oct 2023
- 2022iSimLoc: Visual Global Localization for Previously Unseen Environments with Simulated Images14 Sep 2022
- 2022General Place Recognition Survey: Towards the Real-world Autonomy Age9 Sep 2022