详细信息
ExtSpecR: An R Package and Tool for Extracting Tree Spectra from UAV-Based Remote Sensing ( SCI-EXPANDED收录 EI收录)
文献类型:期刊文献
英文题名:ExtSpecR: An R Package and Tool for Extracting Tree Spectra from UAV-Based Remote Sensing
作者:Liu, Zhuo[1,2] Al-Sarayreh, Mahmoud[3] Xu, Cong[4] Tomasetto, Federico[5] Li, Yanjie[1,2]
第一作者:Liu, Zhuo
通信作者:Li, YJ[1];Li, YJ[2]
机构:[1]Chinese Acad Forestry, Res Inst Subtrop Forestry, State Key Lab Tree Genet & Breeding, Hangzhou 311400, Zhejiang, Peoples R China;[2]Chinese Acad Forestry, Key Lab Tree Breeding Zhejiang Prov, Res Inst Subtrop Forestry, Hangzhou 311400, Zhejiang, Peoples R China;[3]German Jordanian Univ, Dept Comp Engn, Amman 11180, Jordan;[4]Univ Canterbury, Sch Forestry, Private Bag 4800, Christchurch 8140, New Zealand;[5]AgResearch Ltd, Christchurch 8140, New Zealand
年份:2023
卷号:5
外文期刊名:PLANT PHENOMICS
收录:;EI(收录号:20235015192282);Scopus(收录号:2-s2.0-85178888067);WOS:【SCI-EXPANDED(收录号:WOS:001123119200001)】;
基金:This work was funded by the cooperation projects between the People's Government of Zhejiang Province and the Chinese Academy of Forestry (2023SY10) , the Zhejiang Science and Technology Major Program on Agricultural New Variety Breeding (2021C02070-7-3) , and the Fundamental Research Funds of CAF (CAFYBB2022QA001) .
语种:英文
外文关键词:Aircraft detection - Antennas - Data mining - Ecology - Extraction - Feature extraction - Forestry - Open source software - Open systems - Timber - Unmanned aerial vehicles (UAV)
摘要:The development of unmanned aerial vehicle (UAV) remote sensing has been increasingly applied in forestry for high-throughput and rapid acquisition of tree phenomics traits for various research areas. However, the detection of individual trees and the extraction of their spectral data remain a challenge, often requiring manual annotation. Although several software-based solutions have been developed, they are far from being widely adopted. This paper presents ExtSpecR, an open-source tool for spectral extraction of a single tree in forestry with an easy-to-use interactive web application. ExtSpecR reduces the time required for single tree detection and annotation and simplifies the entire process of spectral and spatial feature extraction from UAV-based imagery. In addition, ExtSpecR provides several functionalities with interactive dashboards that allow users to maximize the quality of information extracted from UAV data. ExtSpecR can promote the practical use of UAV remote sensing data among forest ecology and tree breeding researchers and help them to further understand the relationships between tree growth and its physiological traits.
参考文献:
正在载入数据...