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ExtSpecR: An R Package and Tool for Extracting Tree Spectra from UAV-Based Remote Sensing
Zhuo Liu1,2, Mahmoud Al-Sarayreh3, Cong Xu4
1State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, Zhejiang 311400, China.
ExtSpecR is a new open-source tool that simplifies extracting spectral data from individual trees using unmanned aerial vehicle (UAV) imagery. This tool aids forestry research by automating tree detection and spectral analysis.
Area of Science:
- Forestry
- Remote Sensing
- Plant Phenomics
Background:
- Unmanned aerial vehicle (UAV) remote sensing is crucial for high-throughput phenomics in forestry.
- Individual tree detection and spectral data extraction from UAV imagery are challenging and often manual.
- Existing software solutions lack widespread adoption in forestry research.
Purpose of the Study:
- To introduce ExtSpecR, an open-source tool for spectral extraction from single trees using UAV data.
- To provide an easy-to-use, interactive web application for forestry researchers.
- To simplify and accelerate the extraction of spectral and spatial features from UAV-based imagery.
Main Methods:
- Development of ExtSpecR, an open-source tool with an interactive web application.
- Implementation of automated single tree detection and annotation functionalities.
- Integration of interactive dashboards for maximizing data quality and feature extraction.
Main Results:
- ExtSpecR significantly reduces the time and effort required for single tree detection and spectral data annotation.
- The tool simplifies the entire process of spectral and spatial feature extraction from UAV imagery.
- Interactive dashboards enhance the quality of information derived from UAV data.
Conclusions:
- ExtSpecR promotes the practical application of UAV remote sensing in forest ecology and tree breeding research.
- The tool facilitates a deeper understanding of the relationships between tree growth and physiological traits.
- ExtSpecR is poised to increase the adoption and utility of UAV data in forestry research.
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