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Mengni Fu, Chi Lu, Yingwu Mao, Xiaoli Zhang, Yong Wu, Hongbin Luo, Zhi Liu, Wenfang Li & Guanglong Ou. (2024) An efficient and accurate deep learning method for tree species classification that integrates depthwise separable convolution and dilated convolution using hyperspectral data. International Journal of Digital Earth 17:1.
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Maja Michałowska, Jacek Rapiński & Joanna Janicka. (2023) Tree species classification on images from airborne mobile mapping using ML.NET. European Journal of Remote Sensing 56:1.
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Parth Bhatt & Ann L Maclean. (2023) Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches. GIScience & Remote Sensing 60:1.
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Ionuț Șandric, Radu Irimia, George P. Petropoulos, Akash Anand, Prashant K. Srivastava, Alin Pleșoianu, Ioannis Faraslis, Dimitrios Stateras & Dionissios Kalivas. (2022) Tree's detection & health's assessment from ultra-high resolution UAV imagery and deep learning. Geocarto International 37:25, pages 10459-10479.
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Tao Qi, Haowei Zhu, Junguo Zhang, Zihe Yang, Lei Chai & Jiangjian Xie. (2022) Patch-U-Net: tree species classification method based on U-Net with class-balanced jigsaw resampling. International Journal of Remote Sensing 43:2, pages 532-548.
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Sean Hartling, Vasit Sagan & Maitiniyazi Maimaitijiang. (2021) Urban tree species classification using UAV-based multi-sensor data fusion and machine learning. GIScience & Remote Sensing 58:8, pages 1250-1275.
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Fernando Coelho Eugenio, Tiago Luis Badin, Pablo Fernandes, Caroline Lorenci Mallmann, Cristine Schons, Mateus Sabadi Schuh, Rudiney Soares Pereira, Roberta Aparecida Fantinel & Sally Deborah Pereira da Silva. (2021) Remotely Piloted Aircraft Systems (RPAS) and machine learning: A review in the context of forest science. International Journal of Remote Sensing 42:21, pages 8207-8235.
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C. Sothe, C. M. De Almeida, M. B. Schimalski, L. E. C. La Rosa, J. D. B. Castro, R. Q. Feitosa, M. Dalponte, C. L. Lima, V. Liesenberg, G. T. Miyoshi & A. M. G. Tommaselli. (2020) Comparative performance of convolutional neural network, weighted and conventional support vector machine and random forest for classifying tree species using hyperspectral and photogrammetric data. GIScience & Remote Sensing 57:3, pages 369-394.
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Libao Zhang & Jue Zhang. (2018) A novel remote-sensing image fusion method based on hybrid visual saliency analysis. International Journal of Remote Sensing 39:22, pages 7942-7964.
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Stéphanie Landry, Martin-Hugues St-Laurent, Peter R. Nelson, Gaetan Pelletier & Marc-André Villard. (2018) Canopy Cover Estimation from Landsat Images: Understory Impact onTop-of-canopy Reflectance in a Northern Hardwood Forest. Canadian Journal of Remote Sensing 44:5, pages 435-446.
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Anita Simic Milas, Joaquim João Sousa, Timothy A. Warner, Ana Cláudia Teodoro, Emanuel Peres, José Alberto Gonçalves, Jorge Delgado Garcia, Ricardo Bento, Stuart Phinn & Amy Woodget. (2018) Unmanned Aerial Systems (UAS) for environmental applications special issue preface. International Journal of Remote Sensing 39:15-16, pages 4845-4851.
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Juan Guerra-Hernández, Diogo N. Cosenza, Luiz Carlos Estraviz Rodriguez, Margarida Silva, Margarida Tomé, Ramón A. Díaz-Varela & Eduardo González-Ferreiro. (2018) Comparison of ALS- and UAV(SfM)-derived high-density point clouds for individual tree detection in Eucalyptus plantations. International Journal of Remote Sensing 39:15-16, pages 5211-5235.
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145
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331
341
.
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
Crossref
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Crossref
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Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
Jingxin WangJingxin Wang. 2022. Forest and Biomass Harvest and Logistics. Forest and Biomass Harvest and Logistics
3
23
.
Xueliang Wang & Honge Ren. (2021) DBMF: A Novel Method for Tree Species Fusion Classification Based on Multi-Source Images. Forests 13:1, pages 33.
Crossref
Crossref
Shara Ahmed, Catherine E. Nicholson, Paul Muto, Justin J. Perry & John R. Dean. (2021) Applied aerial spectroscopy: A case study on remote sensing of an ancient and semi-natural woodland. PLOS ONE 16:11, pages e0260056.
Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
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Crossref
Crossref
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Crossref
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Crossref
Crossref
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Crossref
Crossref
Pushpendra Rana & Lav R. Varshney. (2021) Trustworthy Predictive Algorithms for Complex Forest System Decision-Making. Frontiers in Forests and Global Change 3.
Crossref
Crossref
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Crossref
Crossref
Haoming Wan, Yunwei Tang, Linhai Jing, Hui Li, Fang Qiu & Wenjin Wu. (2021) Tree Species Classification of Forest Stands Using Multisource Remote Sensing Data. Remote Sensing 13:1, pages 144.
Crossref
Crossref
Ruiliang Pu. (2021) Mapping Tree Species Using Advanced Remote Sensing Technologies: A State-of-the-Art Review and Perspective. Journal of Remote Sensing 2021.
Crossref
Crossref
Sowmya NatesanCostas ArmenakisUdayalakshmi Vepakomma. (2020) Individual tree species identification using Dense Convolutional Network (DenseNet) on multitemporal RGB images from UAV. Journal of Unmanned Vehicle Systems 8:4, pages 310-333.
Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
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Crossref
Crossref
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Crossref
Crossref
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Crossref
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Crossref
Crossref
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Crossref
Crossref
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425
447
.
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Crossref
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Crossref
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Crossref
Crossref
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Crossref
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Crossref
Crossref
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Crossref
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Kody Rominger & Susan Meyer. (2019) Application of UAV-Based Methodology for Census of an Endangered Plant Species in a Fragile Habitat. Remote Sensing 11:6, pages 719.
Crossref
Crossref
Shengjie Liu, Zhixin Qi, Xia Li & Anthony Yeh. (2019) Integration of Convolutional Neural Networks and Object-Based Post-Classification Refinement for Land Use and Land Cover Mapping with Optical and SAR Data. Remote Sensing 11:6, pages 690.
Crossref
Crossref
Jesús Jiménez López & Margarita Mulero-Pázmány. (2019) Drones for Conservation in Protected Areas: Present and Future. Drones 3:1, pages 10.
Crossref
Crossref
Steven E. Franklin. (2018) Pixel- and object-based multispectral classification of forest tree species from small unmanned aerial vehicles. Journal of Unmanned Vehicle Systems 6:4, pages 195-211.
Crossref
Crossref
Giorgio Morales, Guillermo Kemper, Grace Sevillano, Daniel Arteaga, Ivan Ortega & Joel Telles. (2018) Automatic Segmentation of Mauritia flexuosa in Unmanned Aerial Vehicle (UAV) Imagery Using Deep Learning. Forests 9:12, pages 736.
Crossref
Crossref
Niti Mishra, Kumar Mainali, Bharat Shrestha, Jackson Radenz & Debendra Karki. (2018) Species-Level Vegetation Mapping in a Himalayan Treeline Ecotone Using Unmanned Aerial System (UAS) Imagery. ISPRS International Journal of Geo-Information 7:11, pages 445.
Crossref
Crossref
Junghee Lee, Jungho Im, Kyungmin Kim & Lindi Quackenbush. (2018) Machine Learning Approaches for Estimating Forest Stand Height Using Plot-Based Observations and Airborne LiDAR Data. Forests 9:5, pages 268.
Crossref
Crossref
Ana de Castro, Francisco Jiménez-Brenes, Jorge Torres-Sánchez, José Peña, Irene Borra-Serrano & Francisca López-Granados. (2018) 3-D Characterization of Vineyards Using a Novel UAV Imagery-Based OBIA Procedure for Precision Viticulture Applications. Remote Sensing 10:4, pages 584.
Crossref
Crossref