1,508
Views
26
CrossRef citations to date
0
Altmetric
Articles

Semantic segmentation of high spatial resolution images with deep neural networks

, , &
Pages 749-768 | Received 10 Jul 2018, Accepted 23 Dec 2018, Published online: 10 Jan 2019

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (5)

Ruiqi Yang, Chen Zheng, Leiguang Wang, Yili Zhao, Zhitao Fu & Qinling Dai. (2023) MAE-BG: dual-stream boundary optimization for remote sensing image semantic segmentation. Geocarto International 38:1.
Read now
Xin Zhang, Ya’nan Zhou & Jiancheng Luo. (2022) Deep learning for processing and analysis of remote sensing big data: a technical review. Big Earth Data 6:4, pages 527-560.
Read now
Yang Bai, Xiyan Sun, Yuanfa Ji, Jianhua Huang, Wentao Fu & Huien Shi. (2022) Bibliometric and visualized analysis of deep learning in remote sensing. International Journal of Remote Sensing 43:15-16, pages 5534-5571.
Read now
Shichao Zhang, Changying Wang, Jinhua Li & Yi Sui. (2022) MF-Dfnet: a deep learning method for pixel-wise classification of very high-resolution remote sensing images. International Journal of Remote Sensing 43:1, pages 330-348.
Read now
Juhyun Lee, Miae Kim, Jungho Im, Hyangsun Han & Deahyeon Han. (2021) Pre-trained feature aggregated deep learning-based monitoring of overshooting tops using multi-spectral channels of GeoKompsat-2A advanced meteorological imagery. GIScience & Remote Sensing 58:7, pages 1052-1071.
Read now

Articles from other publishers (21)

Ke Zhou, Zhengyan Zhang, Le Liu, Ru Miao, Yang Yang, Tongcan Ren & Ming Yue. (2023) Research on SUnet Winter Wheat Identification Method Based on GF-2. Remote Sensing 15:12, pages 3094.
Crossref
Liegang Xia, Shulin Mi, Junxia Zhang, Jiancheng Luo, Zhanfeng Shen & Yubin Cheng. (2023) Dual-Stream Feature Extraction Network Based on CNN and Transformer for Building Extraction. Remote Sensing 15:10, pages 2689.
Crossref
Danlin Yu & Chuanglin Fang. (2023) Urban Remote Sensing with Spatial Big Data: A Review and Renewed Perspective of Urban Studies in Recent Decades. Remote Sensing 15:5, pages 1307.
Crossref
Yuan Zhang, Zhiyong Zhang, Wu Zhao & Qiang Li. (2022) Crack Segmentation on Earthen Heritage Site Surfaces. Applied Sciences 12:24, pages 12830.
Crossref
Wei Song, Hongtao Li, Qi He, Guoping Gao & Antonio Liotta. (2022) E-MPSPNet: Ice–Water SAR Scene Segmentation Based on Multi-Scale Semantic Features and Edge Supervision. Remote Sensing 14:22, pages 5753.
Crossref
David Jurado-Rodríguez, Juan M. Jurado, Luís Pádua, Alexandre Neto, Rafael Muñoz-Salinas & Joaquim J. Sousa. (2022) Semantic segmentation of 3D car parts using UAV-based images. Computers & Graphics 107, pages 93-103.
Crossref
Yan Sun & Wenxi Zheng. (2022) HRNet- and PSPNet-based multiband semantic segmentation of remote sensing images. Neural Computing and Applications.
Crossref
Xiaotang Xia & Tingyang Li. (2022) A Neural Network Model for Color Element Data Analysis for Urban Spatial Environment. Computational Intelligence and Neuroscience 2022, pages 1-11.
Crossref
Monia Digra, Renu Dhir & Nonita Sharma. (2022) Land use land cover classification of remote sensing images based on the deep learning approaches: a statistical analysis and review. Arabian Journal of Geosciences 15:10.
Crossref
Haiping Yang, Meixia Xu, Yuanyuan Chen, Wei Wu & Wen Dong. (2022) A Postprocessing Method Based on Regions and Boundaries Using Convolutional Neural Networks and a New Dataset for Building Extraction. Remote Sensing 14:3, pages 647.
Crossref
Rongjun Qin & Tao Liu. (2022) A Review of Landcover Classification with Very-High Resolution Remotely Sensed Optical Images—Analysis Unit, Model Scalability and Transferability. Remote Sensing 14:3, pages 646.
Crossref
Wenchao Kang, Yuming Xiang, Feng Wang & Hongjian You. (2022) DO-Net: Dual-Output Network for Land Cover Classification From Optical Remote Sensing Images. IEEE Geoscience and Remote Sensing Letters 19, pages 1-5.
Crossref
Liegang Xia, Junxia Zhang, Xiongbo Zhang, Haiping Yang & Meixia Xu. (2021) Precise Extraction of Buildings from High-Resolution Remote-Sensing Images Based on Semantic Edges and Segmentation. Remote Sensing 13:16, pages 3083.
Crossref
Bipul Neupane, Teerayut Horanont & Jagannath Aryal. (2021) Deep Learning-Based Semantic Segmentation of Urban Features in Satellite Images: A Review and Meta-Analysis. Remote Sensing 13:4, pages 808.
Crossref
Zhen Zhang, Tao Jiang, Chenxi Liu & Linjing Zhang. (2021) An Effective Classification Method for Hyperspectral Image With Very High Resolution Based on Encoder–Decoder Architecture. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 1509-1519.
Crossref
Xiaolong Cheng, Xuhang Hu, Kai Tan, Lingwen Wang & Lingjing Yang. (2021) Automatic Detection of Shield Tunnel Leakages Based on Terrestrial Mobile LiDAR Intensity Images Using Deep Learning. IEEE Access 9, pages 55300-55310.
Crossref
Xiaolei Zhao, Jing Zhang, Jimiao Tian, Li Zhuo & Jie Zhang. (2020) Residual Dense Network Based on Channel-Spatial Attention for the Scene Classification of a High-Resolution Remote Sensing Image. Remote Sensing 12:11, pages 1887.
Crossref
Wenqi Cui, Xin He, Meng Yao, Ziwei Wang, Jie Li, Yuanjie Hao, Weijie Wu, Huiling Zhao, Xianfeng Chen & Wei Cui. (2020) Landslide Image Captioning Method Based on Semantic Gate and Bi-Temporal LSTM. ISPRS International Journal of Geo-Information 9:4, pages 194.
Crossref
Juhyun Lee, Jungho Im, Dong-Hyun Cha, Haemi Park & Seongmun Sim. (2019) Tropical Cyclone Intensity Estimation Using Multi-Dimensional Convolutional Neural Networks from Geostationary Satellite Data. Remote Sensing 12:1, pages 108.
Crossref
Hong Huang & Kejie Xu. (2019) Combing Triple-Part Features of Convolutional Neural Networks for Scene Classification in Remote Sensing. Remote Sensing 11:14, pages 1687.
Crossref
Jicheng Wang, Li Shen, Wenfan Qiao, Yanshuai Dai & Zhilin Li. (2019) Deep Feature Fusion with Integration of Residual Connection and Attention Model for Classification of VHR Remote Sensing Images. Remote Sensing 11:13, pages 1617.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.