Published October 30, 2025 | Version 1.0
Dataset Open

ROS2 Multi-Modal Windrow Detection Dataset (Single-Row Subset)

Description

This dataset contains synchronized multi-modal sensor recordings from a Fendt Vario 724 tractor during real baling operations. The released subset (123 s, 35.9 GB) captures traversal along a single windrow under stable lighting and surface conditions. Full windrow dataset available on request due to size limitations.
It is part of a larger multimodal agricultural dataset effort for reproducible field-robotics research.

Sensors include:

  • Ouster OS0-128 LiDAR (18.3 Hz, 131 k pts/frame)

  • ZED 2i stereo camera (23.5 Hz, ~230 k pts raw / 66 k filtered)

  • NovAtel OEM7 GNSS + IMU for trajectory reference

  • Five auxiliary mono cameras (ArkCam)

All data were recorded with ROS 2 Humble and stored in MCAP format.
Topics include /ouster/points, /zed/zed_node/point_cloud/cloud_registered, /zed/zed_node/odom, /novatel/oem7/fix, and synchronized camera streams.

The dataset supports research on real-time windrow detection, sensor fusion, and GPS-free navigation in agricultural environments.
Code and reference implementation are available at: github.com/Gunreben/Windrow-Centerline-ROS2-Node

Files

rosbag_windrow_detection_single_row.zip

Files (20.7 GB)

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md5:55ddfe0ed832378fcb0006d41efa6f92
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Additional details

Software

Repository URL
https://github.com/Gunreben/Windrow-Centerline-ROS2-Node
Programming language
C++
Development Status
Active