Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1007/s10812-020-01001-6 |
Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images | |
Pi, W.; Du, J.; Liu, H.; Zhu, X. | |
通讯作者 | Du, J. |
来源期刊 | JOURNAL OF APPLIED SPECTROSCOPY
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ISSN | 0021-9037 |
EISSN | 1573-8647 |
出版年 | 2020 |
卷号 | 87期号:2页码:309-318 |
英文摘要 | Based on deep learning, a desertification grassland classification (DGC) and three-dimensional convolution neural network (3D-CNN) model is established. The F-norm(2) paradigm is used to reduce the data; the data volume was effectively reduced while ensuring the integrity of the spatial information. Through structure and parameter optimization, the accuracy of the model is further improved by 9.8%, with an overall recognition accuracy of the optimized model greater than 96.16%. Accordingly, high-precision classification of desert grassland features is achieved, informing continued grassland remote sensing research. |
英文关键词 | unmanned aerial vehicle hyperspectral image grassland desertification ground object identification 3D convolutional neural networks |
类型 | Article |
语种 | 英语 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000534719100002 |
WOS关键词 | DEEP LEARNING FRAMEWORK |
WOS类目 | Spectroscopy |
WOS研究方向 | Spectroscopy |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/319155 |
作者单位 | Inner Mongolia Agr Univ, Mech & Elect Engn Coll, Hohhot, Peoples R China |
推荐引用方式 GB/T 7714 | Pi, W.,Du, J.,Liu, H.,et al. Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images[J],2020,87(2):309-318. |
APA | Pi, W.,Du, J.,Liu, H.,&Zhu, X..(2020).Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images.JOURNAL OF APPLIED SPECTROSCOPY,87(2),309-318. |
MLA | Pi, W.,et al."Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images".JOURNAL OF APPLIED SPECTROSCOPY 87.2(2020):309-318. |
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