Human-robot Fruit Tree Flower/Blossom Thinning

Team
  • Faculty: Manoj Karkee (WSU), Cindy Grimm (OSU), Joe Davidson (OSU), Matthew Whiting (WSU), Stefan Lee (OSU), Sinisa Todorovic (OSU), Heather Knight (OSU)
  • Postdoctoral scholar: Salik Khanal (WSU)
  • Graduate students: Uddhav Bhattarai  (WSU, PhD)
  • Undergraduate students: Rachel Stehle (WSU)

Objectives
  • Investigate/acquire manual operation and expert knowledge to develop strategies necessary for flower-thinning decision-making.
  • Investigate various deep-learning models for detecting and locating flowers and estimating flower cluster orientation and flower density. 
  • Develop an integrated human-robot collaborative system and evaluate its performance.

Hypotheses
  • Human-AI workflows that seek to collaboratively perform thinning tasks can improve productivity and amplify skills in pruning labor.

Approaches

Flower cluster detection and segmentation

Cluster pose (position and orientation) estimation

Flower density estimation, localization, and counting

Early-stage apple flower detection


International Collaboration

AgAID International Collaboration with University of Technology Sidney, Australia


Related Publications

2024

1.
Design, Integration, and Field Evaluation of a Robotic Blossom Thinning System for Tree Fruit Crops

Uddhav Bhattarai; Qin Zhang; Manoj Karkee

Design, Integration, and Field Evaluation of a Robotic Blossom Thinning System for Tree Fruit Crops Journal Article

In: Field Robotics, 2024, (arXiv:2304.04919 [cs]).

Abstract | Links | BibTeX

2023

2.
Follow the leader: a path generator and controller for precision tree scanning with a robotic manipulator

Parayil, N.; You, A.; Grimm, C.; Davidson, J.r.

Follow the leader: a path generator and controller for precision tree scanning with a robotic manipulator Proceedings Article

In: Precision agriculture, pp. 167–174, Wageningen Academic Publishers, 2023, ISBN: 978-90-8686-393-8, (Section: 19).

Links | BibTeX

2022

3.
Optical flow-based branch segmentation for complex orchard environments

You, Alexander; Grimm, Cindy; Davidson, Joseph R.

Optical flow-based branch segmentation for complex orchard environments Proceedings Article

In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 9180–9186, arXiv, 2022, (ISSN: 2153-0866).

Abstract | Links | BibTeX

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