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Articles

Data fusion and classifier ensemble techniques for vegetation mapping in the coastal Everglades

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Pages 228-243 | Received 06 Sep 2012, Accepted 05 Dec 2012, Published online: 06 Feb 2013

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Sara Denka Durgan, Caiyun Zhang & Aaron Duecaster. (2020) Evaluation and enhancement of unmanned aircraft system photogrammetric data quality for coastal wetlands. GIScience & Remote Sensing 57:7, pages 865-881.
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Caiyun Zhang, Zhixiao Xie & Donna Selch. (2013) Fusing lidar and digital aerial photography for object-based forest mapping in the Florida Everglades. GIScience & Remote Sensing 50:5, pages 562-573.
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Qin Luo, Zhen Li, Zijian Huang, Yierxiati Abulaiti, Qiong Yang & Shixiao Yu. (2023) Retrieval of Mangrove leaf area index and its response to typhoon based on WorldView-3 image. Remote Sensing Applications: Society and Environment 30, pages 100931.
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Guillaume Wattelez, Cécile Dupouy & Farid Juillot. (2022) Unsupervised Optical Classification of the Seabed Color in Shallow Oligotrophic Waters from Sentinel-2 Images: A Case Study in the Voh-Koné-Pouembout Lagoon (New Caledonia). Remote Sensing 14:4, pages 836.
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Xukai Zhang, Xuelian Meng, Chunyan Li, Nan Shang, Jiaze Wang, Yaping Xu, Tao Wu & Cliff Mugnier. (2021) Micro-Topography Mapping through Terrestrial LiDAR in Densely Vegetated Coastal Environments. ISPRS International Journal of Geo-Information 10:10, pages 665.
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Xue Liu, Temilola E. Fatoyinbo, Nathan M. Thomas, Weihe Wendy Guan, Yanni Zhan, Pinki Mondal, David Lagomasino, Marc Simard, Carl C. Trettin, Rinki Deo & Abigail Barenblitt. (2021) Large-Scale High-Resolution Coastal Mangrove Forests Mapping Across West Africa With Machine Learning Ensemble and Satellite Big Data. Frontiers in Earth Science 8.
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Laura Chasmer, Danielle Cobbaert, Craig Mahoney, Koreen Millard, Daniel Peters, Kevin Devito, Brian Brisco, Chris Hopkinson, Michael Merchant, Joshua Montgomery, Kailyn Nelson & Olaf Niemann. (2020) Remote Sensing of Boreal Wetlands 1: Data Use for Policy and Management. Remote Sensing 12:8, pages 1320.
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Mohamed Barakat A. Gibril, Mohammed Oludare Idrees, Kuoame Yao & Helmi Zulhaidi Mohd Shafri. (2018) Integrative image segmentation optimization and machine learning approach for high quality land-use and land-cover mapping using multisource remote sensing data. Journal of Applied Remote Sensing 12:01, pages 1.
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Dezhi Wang, Bo Wan, Penghua Qiu, Yanjun Su, Qinghua Guo & Xincai Wu. (2018) Artificial Mangrove Species Mapping Using Pléiades-1: An Evaluation of Pixel-Based and Object-Based Classifications with Selected Machine Learning Algorithms. Remote Sensing 10:2, pages 294.
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Zinat Ghavami, Hossein Arefi, Behnaz Bigdeli & Milad Janalipour. (2017) Comprehensive investigation on non-parametric classification methods in order to separate urban objects using the integration of very high spatial resolution LiDAR and aerial data. Journal of Geospatial Information Technology 5:3, pages 77-97.
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Xuelian Meng, Nan Shang, Xukai Zhang, Chunyan Li, Kaiguang Zhao, Xiaomin Qiu & Eddie Weeks. (2017) Photogrammetric UAV Mapping of Terrain under Dense Coastal Vegetation: An Object-Oriented Classification Ensemble Algorithm for Classification and Terrain Correction. Remote Sensing 9:11, pages 1187.
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Alex Okiemute Onojeghuo & Ajoke Ruth Onojeghuo. (2017) Object-based habitat mapping using very high spatial resolution multispectral and hyperspectral imagery with LiDAR data. International Journal of Applied Earth Observation and Geoinformation 59, pages 79-91.
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Gabriela Calvario, Basilio Sierra, Teresa Alarcón, Carmen Hernandez & Oscar Dalmau. (2017) A Multi-Disciplinary Approach to Remote Sensing through Low-Cost UAVs. Sensors 17:6, pages 1411.
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Xuelian Meng, Xukai Zhang, Rodolfo Silva, Chunyan Li & Lei Wang. (2017) Impact of High-Resolution Topographic Mapping on Beach Morphological Analyses Based on Terrestrial LiDAR and Object-Oriented Beach Evolution. ISPRS International Journal of Geo-Information 6:5, pages 147.
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Caiyun Zhang, Molly Smith, Jie Lv & Chaoyang Fang. (2017) Applying time series Landsat data for vegetation change analysis in the Florida Everglades Water Conservation Area 2A during 1996–2016. International Journal of Applied Earth Observation and Geoinformation 57, pages 214-223.
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Jinquan Ai, Wei Gao, Zhiqiang Gao, Runhe Shi, Chao Zhang & Chaoshun Liu. (2016) Integrating pan-sharpening and classifier ensemble techniques to map an invasive plant ( Spartina alterniflora ) in an estuarine wetland using Landsat 8 imagery . Journal of Applied Remote Sensing 10:2, pages 026001.
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Caiyun Zhang, Donna Selch & Hannah Cooper. (2015) A Framework to Combine Three Remotely Sensed Data Sources for Vegetation Mapping in the Central Florida Everglades. Wetlands 36:2, pages 201-213.
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Brian Johnson. (2015) Scale Issues Related to the Accuracy Assessment of Land Use/Land Cover Maps Produced Using Multi-Resolution Data: Comments on “The Improvement of Land Cover Classification by Thermal Remote Sensing”. Remote Sens. 2015, 7(7), 8368–8390. Remote Sensing 7:10, pages 13436-13439.
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Brian Johnson. (2015) Remote Sensing Image Fusion at the Segment Level Using a Spatially-Weighted Approach: Applications for Land Cover Spectral Analysis and Mapping. ISPRS International Journal of Geo-Information 4:1, pages 172-184.
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Caiyun Zhang, Donna Selch, Zhixiao Xie, Charles Roberts, Hannah Cooper & Ge Chen. (2013) Object-based benthic habitat mapping in the Florida Keys from hyperspectral imagery. Estuarine, Coastal and Shelf Science 134, pages 88-97.
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Caiyun Zhang & Zhixiao Xie. (2013) Object-based Vegetation Mapping in the Kissimmee River Watershed Using HyMap Data and Machine Learning Techniques. Wetlands 33:2, pages 233-244.
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