arXiv:2505.07840eess.IVcs.CV2025-05被引 14

用普通相机无人机也能精准监测棕榈树健康,省钱又高效。

Evaluation of UAV-Based RGB and Multispectral Vegetation Indices for Precision Agriculture in Palm Tree Cultivation

  • 用无人机拍普通彩色和多光谱图像,对比植被指数效果。
  • RGB图像指数与多光谱指数在分类准确率上相当。
  • 适合预算有限但需大规模监测的农业项目。

精准农业依赖于精确的植被监测以提升作物产量并促进可持续实践。本研究全面评估了迪拜棕榈树种植区基于无人机的成像技术在植被健康评估中的应用。通过比较多光谱与RGB图像数据,结果表明,基于RGB的植被指数在性能上可媲美成本更高的多光谱指数,为大规模农业监测提供了经济高效的替代方案。利用搭载多光谱传感器的无人机,计算了NDVI、SAVI等指数,将植被分为健康、中等和胁迫状态。同时,基于RGB的VARI和MGRVI也实现了相似的分类与胁迫检测效果。研究凸显了将RGB影像融入精准农业的实际优势,在保持植物健康监测准确性的同时降低运营成本。该工作展示了基于无人机的RGB成像在精准农业中的巨大潜力,推动数据驱动决策在作物管理中的更广泛应用。通过融合多光谱与RGB影像的优势,本研究推进了无人机在农业应用中的技术水平,为更高效、可扩展的农作解决方案铺平道路。

原文摘要 · Abstract (English)

Precision farming relies on accurate vegetation monitoring to enhance crop productivity and promote sustainable agricultural practices. This study presents a comprehensive evaluation of UAV-based imaging for vegetation health assessment in a palm tree cultivation region in Dubai. By comparing multispectral and RGB image data, we demonstrate that RGBbased vegetation indices offer performance comparable to more expensive multispectral indices, providing a cost-effective alternative for large-scale agricultural monitoring. Using UAVs equipped with multispectral sensors, indices such as NDVI and SAVI were computed to categorize vegetation into healthy, moderate, and stressed conditions. Simultaneously, RGB-based indices like VARI and MGRVI delivered similar results in vegetation classification and stress detection. Our findings highlight the practical benefits of integrating RGB imagery into precision farming, reducing operational costs while maintaining accuracy in plant health monitoring. This research underscores the potential of UAVbased RGB imaging as a powerful tool for precision agriculture, enabling broader adoption of data-driven decision-making in crop management. By leveraging the strengths of both multispectral and RGB imaging, this work advances the state of UAV applications in agriculture, paving the way for more efficient and scalable farming solutions.

无人机监测植被指数精准农业

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