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Geocarto International Volume 33, 2018 - Issue 10
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Original Articles

Object- and pixel-based classifications of macroalgae farming area with high spatial resolution imagery

Yuhan ZhengInstitute of Islands and Coastal Ecosystems, Zhejiang University, Zhejiang, China
,
Jiaping WuInstitute of Islands and Coastal Ecosystems, Zhejiang University, Zhejiang, ChinaCorrespondence[email protected]
,
Anqi WangInstitute of Islands and Coastal Ecosystems, Zhejiang University, Zhejiang, China
&
Jiang ChenInstitute of Islands and Coastal Ecosystems, Zhejiang University, Zhejiang, China
Pages 1048-1063 | Received 15 Nov 2016, Accepted 15 May 2017, Published online: 01 Jun 2017

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Runjie Jin, Zhanjiang Ye, Shuangshuang Chen, Jiali Gu, Junyu He, Lei Huang, George Christakos, Susana Agusti, Carlos M. Duarte & Jiaping Wu. (2023) Accurate mapping of seaweed farms with high-resolution imagery in China. Geocarto International 38:1.
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Jinyu Li, Shengjia Zhang, Chao Zhang & Hongchun Zhu. (2023) Distinguishing Ulva prolifera and Sargassum horneri by using multi-feature-based ResUnet algorithm. Marine Geodesy 46:4, pages 376-401.
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Yongyong Fu, Shucheng You, Shujuan Zhang, Kun Cao, Jianhua Zhang, Ping Wang, Xu Bi, Feng Gao & Fangzhou Li. (2022) Marine aquaculture mapping using GF-1 WFV satellite images and full resolution cascade convolutional neural network. International Journal of Digital Earth 15:1, pages 2047-2060.
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Xiaoliang Liu, Zhihua Wang, Xiaomei Yang, Yueming Liu, Bin Liu, Junyao Zhang, Ku Gao, Dan Meng & Yaxin Ding. (2022) Mapping China’s offshore mariculture based on dense time-series optical and radar data. International Journal of Digital Earth 15:1, pages 1326-1349.
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Yuhan Zheng, Carlos M. Duarte, Jiang Chen, Dan Li, Zhaohan Lou & Jiaping Wu. (2019) Remote sensing mapping of macroalgal farms by modifying thresholds in the classification tree. Geocarto International 34:10, pages 1098-1108.
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Articles from other publishers (19)

Yongyong Fu, Wenjia Zhang, Xu Bi, Ping Wang & Feng Gao. (2023) TCNet: A Transformer–CNN Hybrid Network for Marine Aquaculture Mapping from VHSR Images. Remote Sensing 15:18, pages 4406.
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Xiaoli Fu, Wenzuo Zhou, Xinyao Zhou, Feng Li & Yichen Hu. (2023) Classifying Mountain Vegetation Types Using Object-Oriented Machine Learning Methods Based on Different Feature Combinations. Forests 14:8, pages 1624.
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Shuxuan Wang, Chong Huang, He Li & Qingsheng Liu. (2023) Synergistic Integration of Time Series Optical and SAR Satellite Data for Mariculture Extraction. Remote Sensing 15:9, pages 2243.
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Deborah J. Rose & Lenaïg G. Hemery. (2023) Methods for Measuring Carbon Dioxide Uptake and Permanence: Review and Implications for Macroalgae Aquaculture. Journal of Marine Science and Engineering 11:1, pages 175.
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Jin Liu, Yimin Lu, Xiangzhong Guo & Wenhui Ke. (2023) A Deep Learning Method for Offshore Raft Aquaculture Extraction Based on Medium-Resolution Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 6296-6309.
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Juhua Luo, Zhe Sun, Lirong Lu, Zhuyang Xiong, Lipeng Cui & Zhigang Mao. (2022) Rapid expansion of coastal aquaculture ponds in Southeast Asia: Patterns, drivers and impacts. Journal of Environmental Management 315, pages 115100.
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Wendy Diruit, Anthony Le Bris, Touria Bajjouk, Sophie Richier, Mathieu Helias, Thomas Burel, Marc Lennon, Alexandre Guyot & Erwan Ar Gall. (2022) Seaweed Habitats on the Shore: Characterization through Hyperspectral UAV Imagery and Field Sampling. Remote Sensing 14:13, pages 3124.
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Jianqu Chen, Xunmeng Li, Kai Wang, Shouyu Zhang & Jun Li. (2022) Estimation of Seaweed Biomass Based on Multispectral UAV in the Intertidal Zone of Gouqi Island. Remote Sensing 14:9, pages 2143.
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Jianqu Chen, Xunmeng Li, Kai Wang, Shouyu Zhang, Jun Li & Mingbo Sun. (2022) Assessment of intertidal seaweed biomass based on RGB imagery. PLOS ONE 17:2, pages e0263416.
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Rui Zhou, Chao Yang, Enhua Li, Xiaobin Cai, Jiao Yang & Ying Xia. (2021) Object-Based Wetland Vegetation Classification Using Multi-Feature Selection of Unoccupied Aerial Vehicle RGB Imagery. Remote Sensing 13:23, pages 4910.
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Yafeng Zhong, Siyuan Liao, Guo Yu, Dongyang Fu & Haoen Huang. (2021) Harbor Aquaculture Area Extraction Aided with an Integration-Enhanced Gradient Descent Algorithm. Remote Sensing 13:22, pages 4554.
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Franciele Marques Tolentino & Maria de Lourdes Bueno Trindade Galo. (2021) Selecting features for LULC simultaneous classification of ambiguous classes by artificial neural network. Remote Sensing Applications: Society and Environment 24, pages 100616.
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Mengqiu Wang & Chuanmin Hu. (2021) Satellite remote sensing of pelagic Sargassum macroalgae: The power of high resolution and deep learning. Remote Sensing of Environment 264, pages 112631.
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Jing Wu, Tomás Marín Del Valle, Mary Ruckelshaus, Guojin He, Yongyong Fu, Jinsong Deng, Jianguo Liu & Wu Yang. (2021) Dramatic mariculture expansion and associated driving factors in Southeastern China. Landscape and Urban Planning 214, pages 104190.
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Yongyong Fu, Jinsong Deng, Hongquan Wang, Alexis Comber, Wu Yang, Wenqiang Wu, Shixue You, Yi Lin & Ke Wang. (2021) A new satellite-derived dataset for marine aquaculture areas in China's coastal region. Earth System Science Data 13:5, pages 1829-1842.
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Le’an Qu, Zhenjie Chen, Manchun Li, Junjun Zhi & Huiming Wang. (2021) Accuracy Improvements to Pixel-Based and Object-Based LULC Classification with Auxiliary Datasets from Google Earth Engine. Remote Sensing 13:3, pages 453.
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Juhua Luo, Ruiliang Pu, Ronghua Ma, Xiaolong Wang, Xijun Lai, Zhigang Mao, Li Zhang, Zhaoliang Peng & Zhe Sun. (2020) Mapping Long-Term Spatiotemporal Dynamics of Pen Aquaculture in a Shallow Lake: Less Aquaculture Coming along Better Water Quality. Remote Sensing 12:11, pages 1866.
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Yongyong Fu, Ziran Ye, Jinsong Deng, Xinyu Zheng, Yibo Huang, Wu Yang, Yaohua Wang & Ke Wang. (2019) Finer Resolution Mapping of Marine Aquaculture Areas Using WorldView-2 Imagery and a Hierarchical Cascade Convolutional Neural Network. Remote Sensing 11:14, pages 1678.
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Yongyong Fu, Jinsong Deng, Ziran Ye, Muye Gan, Ke Wang, Jing Wu, Wu Yang & Guoqiang Xiao. (2019) Coastal Aquaculture Mapping from Very High Spatial Resolution Imagery by Combining Object-Based Neighbor Features. Sustainability 11:3, pages 637.
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