Autonomous Sweet Pepper Harvesting for Protected Cropping Systems
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Abstract (arXiv)
In this letter, we present a new robotic harvester (Harvey) that can autonomously harvest sweet pepper in protected cropping environments. Our approach combines effective vision algorithms with a novel end-effector design to enable successful harvesting of sweet peppers. Initial field trials in protected cropping environments, with two cultivar, demonstrate the efficacy of this approach achieving a 46% success rate for unmodified crop, and 58% for modified crop. Furthermore, for the more favourable cultivar we were also able to detach 90% of sweet peppers, indicating that improvements in the grasping success rate would result in greatly improved harvesting performance.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Jun 2017.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 2; 2024: 1; 2025: 1; 2026: 1.
7 papers.
- 2023Panoptic Mapping with Fruit Completion and Pose Estimation for Horticultural Robotscited by 14
- 2022Explicitly incorporating spatial information to recurrent networks for agriculturecited by 4
- 2024Task Success Prediction for Open-Vocabulary Manipulation Based on Multi-Level Aligned Representationscited by 3
- 2025Self-Supervised Learning for Robotic Leaf Manipulation: A Hybrid Geometric-Neural Approachcited by 2
- 2023Autonomous Strawberry Picking Robotic System (Robofruit)cited by 1
- 2021Shape Back-Projection In 3D Scenescited by 0
- 2026ObstaDiff: Generalizable Diffusion Policy Learning via Obstacle-aware Representationscited by 0
- 2026ObstaDiff: Generalizable Diffusion Policy Learning via Obstacle-aware Representations10 Sep 2026
- 2025Self-Supervised Learning for Robotic Leaf Manipulation: A Hybrid Geometric-Neural Approach6 May 2025
- 2024Task Success Prediction for Open-Vocabulary Manipulation Based on Multi-Level Aligned Representations1 Oct 2024
- 2023Panoptic Mapping with Fruit Completion and Pose Estimation for Horticultural Robots15 Mar 2023
- 2023Autonomous Strawberry Picking Robotic System (Robofruit)10 Jan 2023
- 2022Explicitly incorporating spatial information to recurrent networks for agriculture27 Jun 2022
- 2021Shape Back-Projection In 3D Scenes16 Jan 2021