Utilization of Deep Convolutional Neural Networks for Remote Sensing Scenes Classification

Advanced Remote Sensing Technology for Synthetic Aperture Radar Applications, Tsunami Disasters, and Infrastructure ◽

10.5772/intechopen.81982 ◽

2019 ◽

Author(s):

Chang Luo ◽

Hanqiao Huang ◽

Yong Wang ◽

Shiqiang Wang

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks

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Extending Deep Convolutional Neural Networks from 3-Color to Full Multispectral Remote Sensing Imagery

2020 IEEE International Conference on Big Data (Big Data) ◽

10.1109/bigdata50022.2020.9378086 ◽

2020 ◽

Author(s):

Trevor M. Bajkowski ◽

Grant J. Scott ◽

J. Alex Hurt ◽

Curt H. Davis

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Remote Sensing Imagery ◽

Multispectral Remote Sensing

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Urban Area Detection in Very High Resolution Remote Sensing Images Using Deep Convolutional Neural Networks

Sensors ◽

10.3390/s18030904 ◽

2018 ◽

Vol 18 (3) ◽

pp. 904 ◽

Cited By ~ 14

Author(s):

Tian Tian ◽

Chang Li ◽

Jinkang Xu ◽

Jiayi Ma

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

High Resolution ◽

Urban Area ◽

Convolutional Neural Networks ◽

Remote Sensing Images ◽

Deep Convolutional Neural Networks ◽

Very High

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Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

Remote Sensing ◽

10.3390/rs71114680 ◽

2015 ◽

Vol 7 (11) ◽

pp. 14680-14707 ◽

Cited By ~ 513

Author(s):

Fan Hu ◽

Gui-Song Xia ◽

Jingwen Hu ◽

Liangpei Zhang

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

High Resolution ◽

Convolutional Neural Networks ◽

Scene Classification ◽

Deep Convolutional Neural Networks ◽

Remote Sensing Imagery

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Semantic Segmentation of Small Objects and Modeling of Uncertainty in Urban Remote Sensing Images Using Deep Convolutional Neural Networks

2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) ◽

10.1109/cvprw.2016.90 ◽

2016 ◽

Cited By ~ 112

Author(s):

Michael Kampffmeyer ◽

Arnt-Borre Salberg ◽

Robert Jenssen

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Semantic Segmentation ◽

Remote Sensing Images ◽

Deep Convolutional Neural Networks ◽

Urban Remote Sensing

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Deep convolutional neural networks for airport detection in remote sensing images

2018 26th Signal Processing and Communications Applications Conference (SIU) ◽

10.1109/siu.2018.8404195 ◽

2018 ◽

Cited By ~ 2

Author(s):

Umit Budak ◽

Abdulkadir Sengur ◽

Ugur Halici

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Remote Sensing Images ◽

Deep Convolutional Neural Networks ◽

Airport Detection

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Ship detection in optical remote sensing images based on deep convolutional neural networks

Journal of Applied Remote Sensing ◽

10.1117/1.jrs.11.042611 ◽

2017 ◽

Vol 11 (04) ◽

pp. 1 ◽

Cited By ~ 30

Author(s):

Yuan Yao ◽

Zhiguo Jiang ◽

Haopeng Zhang ◽

Danpei Zhao ◽

Bowen Cai

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Optical Remote Sensing ◽

Remote Sensing Images ◽

Deep Convolutional Neural Networks ◽

Ship Detection

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Remote Sensing Images Recognition by Deep Convolutional Neural Networks

2018 3rd International Conference on Robotics and Automation Engineering (ICRAE) ◽

10.1109/icrae.2018.8586678 ◽

2018 ◽

Author(s):

Tao Zhou ◽

Yuanyuan Chen

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Convolutional Neural Networks ◽

Remote Sensing Images ◽

Deep Convolutional Neural Networks ◽

Images Recognition

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Assessment and Impact of Feature Extraction Methods for Hyperspectral Remote Sensing Image Classification Based on Deep Convolutional Neural Networks

10.1109/icirca51532.2021.9544558 ◽

2021 ◽

Author(s):

Venkata Gopi Mandoori ◽

Radhesyam Vaddi

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Feature Extraction ◽

Image Classification ◽

Convolutional Neural Networks ◽

Remote Sensing Image ◽

Extraction Methods ◽

Deep Convolutional Neural Networks ◽

Remote Sensing Image Classification ◽

Hyperspectral Remote Sensing Image

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FusionCNN: a remote sensing image fusion algorithm based on deep convolutional neural networks

Multimedia Tools and Applications ◽

10.1007/s11042-018-6850-3 ◽

2018 ◽

Vol 78 (11) ◽

pp. 14683-14703 ◽

Cited By ~ 8

Author(s):

Fajie Ye ◽

Xiongfei Li ◽

Xiaoli Zhang

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Fusion ◽

Convolutional Neural Networks ◽

Remote Sensing Image ◽

Deep Convolutional Neural Networks ◽

Fusion Algorithm ◽

Remote Sensing Image Fusion

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Remote Sensing Image Classification via Improved Cross-Entropy Loss and Transfer Learning Strategy Based on Deep Convolutional Neural Networks

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2019.2937872 ◽

2020 ◽

Vol 17 (6) ◽

pp. 1087-1091 ◽

Cited By ~ 2

Author(s):

Ali Bahri ◽

Sina Ghofrani Majelan ◽

Sina Mohammadi ◽

Mehrdad Noori ◽

Karim Mohammadi

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Transfer Learning ◽

Convolutional Neural Networks ◽

Learning Strategy ◽

Remote Sensing Image ◽

Cross Entropy ◽

Deep Convolutional Neural Networks ◽

Remote Sensing Image Classification

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