Visual Servoing-based Navigation for Monitoring Row-Crop Fields
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Abstract (arXiv)
Autonomous navigation is a pre-requisite for field robots to carry out precision agriculture tasks. Typically, a robot has to navigate through a whole crop field several times during a season for monitoring the plants, for applying agrochemicals, or for performing targeted intervention actions. In this paper, we propose a framework tailored for navigation in row-crop fields by exploiting the regular crop-row structure present in the fields. Our approach uses only the images from on-board cameras without the need for performing explicit localization or maintaining a map of the field and thus can operate without expensive RTK-GPS solutions often used in agriculture automation systems. Our navigation approach allows the robot to follow the crop-rows accurately and handles the switch to the next row seamlessly within the same framework. We implemented our approach using C++ and ROS and thoroughly tested it in several simulated environments with different shapes and sizes of field. We also demonstrated the system running at frame-rate on an actual robot operating on a test row-crop field. The code and data have been published.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Sep 2019.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 4; 2024: 1; 2025: 3.
13 papers.
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- 2024RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigationcited by 25
- 2023Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detectioncited by 9
- 2025TANGO: Traversability-Aware Navigation with Local Metric Control for Topological Goalscited by 7
- 2021Towards Autonomous Visual Navigation in Arable Fieldscited by 6
- 2025ObjectReact: Learning Object-Relative Control for Visual Navigationcited by 5
- 2021Towards agricultural autonomy: crop row detection under varying field conditions using deep learningcited by 4
- 2023Vision-based Vineyard Navigation Solution with Automatic Annotationcited by 4
- 2022Towards Infield Navigation: leveraging simulated data for crop row detectioncited by 3
- 2022Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robotscited by 3
- 2022Vision based Crop Row Navigation under Varying Field Conditions in Arable Fieldscited by 1
- 2023A Vision-Based Navigation System for Arable Fieldscited by 1
- 2023Leaving the Lines Behind: Vision-Based Crop Row Exit for Agricultural Robot Navigationcited by 0
- 2025Design of a six wheel suspension and a three-axis linear actuation mechanism for a laser weeding robot11 Dec 2025
- 2025ObjectReact: Learning Object-Relative Control for Visual Navigation11 Sep 2025
- 2025TANGO: Traversability-Aware Navigation with Local Metric Control for Topological Goals10 Sep 2025
- 2024RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigation9 May 2024
- 2023A Vision-Based Navigation System for Arable Fields21 Sep 2023
- 2023Leaving the Lines Behind: Vision-Based Crop Row Exit for Agricultural Robot Navigation9 Jun 2023
- 2023Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detection10 Apr 2023
- 2023Vision-based Vineyard Navigation Solution with Automatic Annotation25 Mar 2023
- 2022Vision based Crop Row Navigation under Varying Field Conditions in Arable Fields28 Sep 2022
- 2022Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robots9 Sep 2022
- 2022Towards Infield Navigation: leveraging simulated data for crop row detection4 Apr 2022
- 2021Towards Autonomous Visual Navigation in Arable Fields24 Sep 2021
- 2024RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigationcited by 25
- 2023Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detectioncited by 9
- 2025TANGO: Traversability-Aware Navigation with Local Metric Control for Topological Goalscited by 7
- 2021Towards Autonomous Visual Navigation in Arable Fieldscited by 6
- 2025ObjectReact: Learning Object-Relative Control for Visual Navigationcited by 5
- 2021Towards agricultural autonomy: crop row detection under varying field conditions using deep learningcited by 4
- 2023Vision-based Vineyard Navigation Solution with Automatic Annotationcited by 4
- 2022Towards Infield Navigation: leveraging simulated data for crop row detectioncited by 3
- 2022Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robotscited by 3
- 2022Vision based Crop Row Navigation under Varying Field Conditions in Arable Fieldscited by 1
- 2023A Vision-Based Navigation System for Arable Fieldscited by 1
- 2023Leaving the Lines Behind: Vision-Based Crop Row Exit for Agricultural Robot Navigationcited by 0
12 most cited of 13 All 13 (JSON)
- 2025Design of a six wheel suspension and a three-axis linear actuation mechanism for a laser weeding robot11 Dec 2025
- 2025ObjectReact: Learning Object-Relative Control for Visual Navigation11 Sep 2025
- 2025TANGO: Traversability-Aware Navigation with Local Metric Control for Topological Goals10 Sep 2025
- 2024RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigation9 May 2024
- 2023A Vision-Based Navigation System for Arable Fields21 Sep 2023
- 2023Leaving the Lines Behind: Vision-Based Crop Row Exit for Agricultural Robot Navigation9 Jun 2023
- 2023Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detection10 Apr 2023
- 2023Vision-based Vineyard Navigation Solution with Automatic Annotation25 Mar 2023
- 2022Vision based Crop Row Navigation under Varying Field Conditions in Arable Fields28 Sep 2022
- 2022Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robots9 Sep 2022
- 2022Towards Infield Navigation: leveraging simulated data for crop row detection4 Apr 2022
- 2021Towards Autonomous Visual Navigation in Arable Fields24 Sep 2021
12 newest of 13 All 13 (JSON)