The Rosario Dataset: Multisensor Data for Localization and Mapping in Agricultural Environments
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Abstract (arXiv)
In this paper we present The Rosario Dataset, a collection of sensor data for autonomous mobile robotics in agricultural scenes. The dataset is motivated by the lack of realistic sensor readings gathered by a mobile robot in such environments. It consists of 6 sequences recorded in soybean fields showing real and challenging cases: highly repetitive scenes, reflection and burned images caused by direct sunlight and rough terrain among others. The dataset was conceived in order to provide a benchmark and contribute to the agricultural SLAM/odometry and sensor fusion research. It contains synchronized readings of several sensors: wheel odometry, IMU, stereo camera and a GPS-RTK system. The dataset is publicly available in http://www.cifasis-conicet.gov.ar/robot/.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Sep 2018.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 3; 2024: 3; 2025: 2.
10 papers.
- 2023PhenoBench -- A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domaincited by 31
- 2021Learned Visual Navigation for Under-Canopy Agricultural Robotscited by 18
- 2023Multimodal Dataset for Localization, Mapping and Crop Monitoring in Citrus Tree Farmscited by 6
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closingcited by 4
- 2024ROVER: A Multi-Season Dataset for Visual SLAMcited by 4
- 2025The Rosario Dataset v2: Multimodal Dataset for Agricultural Roboticscited by 2
- 2022Collection and Evaluation of a Long-Term 4D Agri-Robotic Datasetcited by 1
- 2023USTC FLICAR: A Sensors Fusion Dataset of LiDAR-Inertial-Camera for Heavy-duty Autonomous Aerial Work Robotscited by 1
- 2024Addressing the challenges of loop detection in agricultural environmentscited by 1
- 2025AgriChrono: A Multi-modal Dataset Capturing Crop Growth and Lighting Variability with a Field Robotcited by 1
- 2025The Rosario Dataset v2: Multimodal Dataset for Agricultural Robotics29 Aug 2025
- 2025AgriChrono: A Multi-modal Dataset Capturing Crop Growth and Lighting Variability with a Field Robot26 Aug 2025
- 2024ROVER: A Multi-Season Dataset for Visual SLAM3 Dec 2024
- 2024Addressing the challenges of loop detection in agricultural environments28 Aug 2024
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closing3 Aug 2024
- 2023Multimodal Dataset for Localization, Mapping and Crop Monitoring in Citrus Tree Farms27 Sep 2023
- 2023PhenoBench -- A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domain7 Jun 2023
- 2023USTC FLICAR: A Sensors Fusion Dataset of LiDAR-Inertial-Camera for Heavy-duty Autonomous Aerial Work Robots4 Apr 2023
- 2022Collection and Evaluation of a Long-Term 4D Agri-Robotic Dataset25 Nov 2022
- 2021Learned Visual Navigation for Under-Canopy Agricultural Robots6 Jul 2021