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GIScience & Remote Sensing Volume 60, 2023 - Issue 1
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Research Article

Comparison of high-resolution NAIP and unmanned aerial vehicle (UAV) imagery for natural vegetation communities classification using machine learning approaches

Parth BhattCollege of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI, USACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-9311-7870View further author information
ORCID Icon &
Ann L MacleanCollege of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI, USAView further author information
Article: 2177448 | Received 26 Sep 2022, Accepted 02 Feb 2023, Published online: 21 Feb 2023

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Kaifeng Peng, Weiguo Jiang, Peng Hou, Zhifeng Wu & Tiejun Cui. (2024) Detailed wetland-type classification using Landsat-8 time-series images: a pixel- and object-based algorithm with knowledge (POK). GIScience & Remote Sensing 61:1.
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Zijian Wu, Mingfeng Jiang, Huaizhong Li, Yang Shen, Junfeng Song, Xuyang Zhong & Zhen Ye. (2023) Urban carbon stock estimation based on deep learning and UAV remote sensing: a case study in Southern China. All Earth 35:1, pages 272-286.
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Pratima Khatri-Chhetri, Liz van Wagtendonk, Sean M. Hendryx & Van R. Kane. (2024) Enhancing individual tree mortality mapping: The impact of models, data modalities, and classification taxonomy. Remote Sensing of Environment 300, pages 113914.
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Cheolhee Yoo, Jungho Im, Qihao Weng, Dongjin Cho, Eunjin Kang & Yeji Shin. (2023) Diurnal urban heat risk assessment using extreme air temperatures and real-time population data in Seoul. iScience 26:11, pages 108123.
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Wenjie Li, Wen Dong, Xin Zhang & Jinzhong Zhang. (2023) A New Remote Sensing Service Mode for Agricultural Production and Management Based on Satellite–Air–Ground Spatiotemporal Monitoring. Agriculture 13:11, pages 2063.
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Shudan Chen, Meng Zhang & Fan Lei. (2023) Mapping Vegetation Types by Different Fully Convolutional Neural Network Structures with Inadequate Training Labels in Complex Landscape Urban Areas. Forests 14:9, pages 1788.
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Jingming Wu, Cuiyun Wu, Huaying Guo, Tiecheng Bai, Yufeng He & Xu Li. (2023) Research on Red Jujubes Recognition Based on a Convolutional Neural Network. Applied Sciences 13:11, pages 6381.
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Zhijun Yang, Wenjie Huang, Hongwei Ding, Zheng Guan & Zongshan Wang. (2023) Performance analysis of a two-level polling control system based on LSTM and attention mechanism for wireless sensor networks. Mathematical Biosciences and Engineering 20:11, pages 20155-20187.
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