Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

The clustering-based stereo-vision framework provides stable 3D localisation and robust segmentation without large training datasets or high-performance hardware. Its low computational demand and strong performance under diverse orchard conditions make it suitable for real-time robotic harvesting. Future work will focus on large-scale orchard deployment, parallel optimisation, and adaptation to additional fruit types.

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Publication Details

Journal
Frontiers in Plant Science
Published
2025-11-27
DOI
https://doi.org/10.3389/fpls.2025.1598414
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

Jianxia Wang, Sun Wenbing
Frontiers in Plant Science
Smart Agriculture and AI
article

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

Jianxia Wang, Sun Wenbing
article en

Abstract

The clustering-based stereo-vision framework provides stable 3D localisation and robust segmentation without large training datasets or high-performance hardware. Its low computational demand and strong performance under diverse orchard conditions make it suitable for real-time robotic harvesting. Future work will focus on large-scale orchard deployment, parallel optimisation, and adaptation to additional fruit types.

Frontiers in Plant ScienceVol. 16
Tarim University (CN)
Openalex Percentile: Top 73%
Smart Agriculture and AI
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Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting — Jianxia Wang, Sun Wenbing · Frontiers in Plant Science (2025) | TGRS Research Map | TGRS