Lightweight Detection and Adaptive Path Planning for Selective Hotan Rose Harvesting

Jijing Lin, Yuhang Yang, Baojian Ma, Zhenghao Wu, Bangbang Chen · 2026

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Description

Jijing Lin, Yuhang Yang, Baojian Ma, Zhenghao Wu, and Bangbang Chen build a robot eye and planner for picking roses, in a 2026 paper. Hotan roses serve two trades: buds for one, open blooms for another, so a picker must tell them apart. Farm computers are weak, so the vision model must stay light. Their trimmed model adds two custom parts to a standard tiny detector to sharpen its eye while cutting bulk.

The slim model named buds and blooms with high scores, at about half the size of the base model. A path planner then strings the picks into a short route, adapting to how crowded the scene is. Its routes ran far shorter than those from standard planners, and each plan took mere thousandths of a second. The authors say the pair brings careful picking within reach of cheap farm gear.

Catalog record

CREATORJijing Lin, Yuhang Yang, Baojian Ma, Zhenghao Wu, Bangbang Chen
YEAR2026
COLLECTIONPAPERS
FORMATTXT
FILE SIZE56 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC13165957

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