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Open access Sep 2026

RQ-PointNeXt: An End-to-End 3D Point Cloud Instance Segmentation Method for Field Cotton Boll Phenotyping

Accurate point-cloud segmentation of cotton organs is essential for precise phenotypic characterization. However, reliable instance segmentation of cotton bolls in field-derived point clouds remains challenging because foliage occlusion, contact between adjacent bolls and incomplete reconstruction obscure instance boun...

Hao-Yu Niu, Yu-Xiang Wang, Xiao-Yan Meng et al. · 0 citations
2026

SPG-RRT*: A Semantic Perception Guided Path Planning Algorithm for Robotic Arms in Complex 3-D Environments

Robotic arm path planning in complex three-dimensional (3D) environments requires balancing feasibility and efficiency. However, classical Rapidly-exploring Random Tree* (RRT*) and its improvements are often inefficient and lack structural awareness of complex 3D environments, making it difficult to balance planning ef...

Qing-Can Zhang, Xi Cheng, Tai-Hong Zhang et al. · 0 citations

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